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  1. WARNING: Logging before InitGoogleLogging() is written to STDERR
  2. E0524 13:37:28.893725 3245 upgrade_proto.cpp:618] Attempting to upgrade input file specified using deprecated V1LayerParameter: ./FCN8s_models/fcn-8s-pascal-deploy.prototxt
  3. I0524 13:37:28.893867 3245 upgrade_proto.cpp:626] Successfully upgraded file specified using deprecated V1LayerParameter
  4. I0524 13:37:28.894178 3245 net.cpp:42] Initializing net from parameters:
  5. name: "FCN"
  6. input: "data"
  7. input_dim: 1
  8. input_dim: 3
  9. input_dim: 500
  10. input_dim: 500
  11. force_backward: true
  12. state {
  13. phase: TEST
  14. }
  15. layer {
  16. name: "conv1_1"
  17. type: "Convolution"
  18. bottom: "data"
  19. top: "conv1_1"
  20. param {
  21. lr_mult: 1
  22. decay_mult: 1
  23. }
  24. param {
  25. lr_mult: 2
  26. decay_mult: 0
  27. }
  28. convolution_param {
  29. num_output: 64
  30. pad: 100
  31. kernel_size: 3
  32. engine: CAFFE
  33. }
  34. }
  35. layer {
  36. name: "relu1_1"
  37. type: "ReLU"
  38. bottom: "conv1_1"
  39. top: "conv1_1"
  40. }
  41. layer {
  42. name: "conv1_2"
  43. type: "Convolution"
  44. bottom: "conv1_1"
  45. top: "conv1_2"
  46. param {
  47. lr_mult: 1
  48. decay_mult: 1
  49. }
  50. param {
  51. lr_mult: 2
  52. decay_mult: 0
  53. }
  54. convolution_param {
  55. num_output: 64
  56. pad: 1
  57. kernel_size: 3
  58. engine: CAFFE
  59. }
  60. }
  61. layer {
  62. name: "relu1_2"
  63. type: "ReLU"
  64. bottom: "conv1_2"
  65. top: "conv1_2"
  66. }
  67. layer {
  68. name: "pool1"
  69. type: "Pooling"
  70. bottom: "conv1_2"
  71. top: "pool1"
  72. pooling_param {
  73. pool: MAX
  74. kernel_size: 2
  75. stride: 2
  76. }
  77. }
  78. layer {
  79. name: "conv2_1"
  80. type: "Convolution"
  81. bottom: "pool1"
  82. top: "conv2_1"
  83. param {
  84. lr_mult: 1
  85. decay_mult: 1
  86. }
  87. param {
  88. lr_mult: 2
  89. decay_mult: 0
  90. }
  91. convolution_param {
  92. num_output: 128
  93. pad: 1
  94. kernel_size: 3
  95. engine: CAFFE
  96. }
  97. }
  98. layer {
  99. name: "relu2_1"
  100. type: "ReLU"
  101. bottom: "conv2_1"
  102. top: "conv2_1"
  103. }
  104. layer {
  105. name: "conv2_2"
  106. type: "Convolution"
  107. bottom: "conv2_1"
  108. top: "conv2_2"
  109. param {
  110. lr_mult: 1
  111. decay_mult: 1
  112. }
  113. param {
  114. lr_mult: 2
  115. decay_mult: 0
  116. }
  117. convolution_param {
  118. num_output: 128
  119. pad: 1
  120. kernel_size: 3
  121. engine: CAFFE
  122. }
  123. }
  124. layer {
  125. name: "relu2_2"
  126. type: "ReLU"
  127. bottom: "conv2_2"
  128. top: "conv2_2"
  129. }
  130. layer {
  131. name: "pool2"
  132. type: "Pooling"
  133. bottom: "conv2_2"
  134. top: "pool2"
  135. pooling_param {
  136. pool: MAX
  137. kernel_size: 2
  138. stride: 2
  139. }
  140. }
  141. layer {
  142. name: "conv3_1"
  143. type: "Convolution"
  144. bottom: "pool2"
  145. top: "conv3_1"
  146. param {
  147. lr_mult: 1
  148. decay_mult: 1
  149. }
  150. param {
  151. lr_mult: 2
  152. decay_mult: 0
  153. }
  154. convolution_param {
  155. num_output: 256
  156. pad: 1
  157. kernel_size: 3
  158. engine: CAFFE
  159. }
  160. }
  161. layer {
  162. name: "relu3_1"
  163. type: "ReLU"
  164. bottom: "conv3_1"
  165. top: "conv3_1"
  166. }
  167. layer {
  168. name: "conv3_2"
  169. type: "Convolution"
  170. bottom: "conv3_1"
  171. top: "conv3_2"
  172. param {
  173. lr_mult: 1
  174. decay_mult: 1
  175. }
  176. param {
  177. lr_mult: 2
  178. decay_mult: 0
  179. }
  180. convolution_param {
  181. num_output: 256
  182. pad: 1
  183. kernel_size: 3
  184. engine: CAFFE
  185. }
  186. }
  187. layer {
  188. name: "relu3_2"
  189. type: "ReLU"
  190. bottom: "conv3_2"
  191. top: "conv3_2"
  192. }
  193. layer {
  194. name: "conv3_3"
  195. type: "Convolution"
  196. bottom: "conv3_2"
  197. top: "conv3_3"
  198. param {
  199. lr_mult: 1
  200. decay_mult: 1
  201. }
  202. param {
  203. lr_mult: 2
  204. decay_mult: 0
  205. }
  206. convolution_param {
  207. num_output: 256
  208. pad: 1
  209. kernel_size: 3
  210. engine: CAFFE
  211. }
  212. }
  213. layer {
  214. name: "relu3_3"
  215. type: "ReLU"
  216. bottom: "conv3_3"
  217. top: "conv3_3"
  218. }
  219. layer {
  220. name: "pool3"
  221. type: "Pooling"
  222. bottom: "conv3_3"
  223. top: "pool3"
  224. pooling_param {
  225. pool: MAX
  226. kernel_size: 2
  227. stride: 2
  228. }
  229. }
  230. layer {
  231. name: "conv4_1"
  232. type: "Convolution"
  233. bottom: "pool3"
  234. top: "conv4_1"
  235. param {
  236. lr_mult: 1
  237. decay_mult: 1
  238. }
  239. param {
  240. lr_mult: 2
  241. decay_mult: 0
  242. }
  243. convolution_param {
  244. num_output: 512
  245. pad: 1
  246. kernel_size: 3
  247. engine: CAFFE
  248. }
  249. }
  250. layer {
  251. name: "relu4_1"
  252. type: "ReLU"
  253. bottom: "conv4_1"
  254. top: "conv4_1"
  255. }
  256. layer {
  257. name: "conv4_2"
  258. type: "Convolution"
  259. bottom: "conv4_1"
  260. top: "conv4_2"
  261. param {
  262. lr_mult: 1
  263. decay_mult: 1
  264. }
  265. param {
  266. lr_mult: 2
  267. decay_mult: 0
  268. }
  269. convolution_param {
  270. num_output: 512
  271. pad: 1
  272. kernel_size: 3
  273. engine: CAFFE
  274. }
  275. }
  276. layer {
  277. name: "relu4_2"
  278. type: "ReLU"
  279. bottom: "conv4_2"
  280. top: "conv4_2"
  281. }
  282. layer {
  283. name: "conv4_3"
  284. type: "Convolution"
  285. bottom: "conv4_2"
  286. top: "conv4_3"
  287. param {
  288. lr_mult: 1
  289. decay_mult: 1
  290. }
  291. param {
  292. lr_mult: 2
  293. decay_mult: 0
  294. }
  295. convolution_param {
  296. num_output: 512
  297. pad: 1
  298. kernel_size: 3
  299. engine: CAFFE
  300. }
  301. }
  302. layer {
  303. name: "relu4_3"
  304. type: "ReLU"
  305. bottom: "conv4_3"
  306. top: "conv4_3"
  307. }
  308. layer {
  309. name: "pool4"
  310. type: "Pooling"
  311. bottom: "conv4_3"
  312. top: "pool4"
  313. pooling_param {
  314. pool: MAX
  315. kernel_size: 2
  316. stride: 2
  317. }
  318. }
  319. layer {
  320. name: "conv5_1"
  321. type: "Convolution"
  322. bottom: "pool4"
  323. top: "conv5_1"
  324. param {
  325. lr_mult: 1
  326. decay_mult: 1
  327. }
  328. param {
  329. lr_mult: 2
  330. decay_mult: 0
  331. }
  332. convolution_param {
  333. num_output: 512
  334. pad: 1
  335. kernel_size: 3
  336. engine: CAFFE
  337. }
  338. }
  339. layer {
  340. name: "relu5_1"
  341. type: "ReLU"
  342. bottom: "conv5_1"
  343. top: "conv5_1"
  344. }
  345. layer {
  346. name: "conv5_2"
  347. type: "Convolution"
  348. bottom: "conv5_1"
  349. top: "conv5_2"
  350. param {
  351. lr_mult: 1
  352. decay_mult: 1
  353. }
  354. param {
  355. lr_mult: 2
  356. decay_mult: 0
  357. }
  358. convolution_param {
  359. num_output: 512
  360. pad: 1
  361. kernel_size: 3
  362. engine: CAFFE
  363. }
  364. }
  365. layer {
  366. name: "relu5_2"
  367. type: "ReLU"
  368. bottom: "conv5_2"
  369. top: "conv5_2"
  370. }
  371. layer {
  372. name: "conv5_3"
  373. type: "Convolution"
  374. bottom: "conv5_2"
  375. top: "conv5_3"
  376. param {
  377. lr_mult: 1
  378. decay_mult: 1
  379. }
  380. param {
  381. lr_mult: 2
  382. decay_mult: 0
  383. }
  384. convolution_param {
  385. num_output: 512
  386. pad: 1
  387. kernel_size: 3
  388. engine: CAFFE
  389. }
  390. }
  391. layer {
  392. name: "relu5_3"
  393. type: "ReLU"
  394. bottom: "conv5_3"
  395. top: "conv5_3"
  396. }
  397. layer {
  398. name: "pool5"
  399. type: "Pooling"
  400. bottom: "conv5_3"
  401. top: "pool5"
  402. pooling_param {
  403. pool: MAX
  404. kernel_size: 2
  405. stride: 2
  406. }
  407. }
  408. layer {
  409. name: "fc6"
  410. type: "Convolution"
  411. bottom: "pool5"
  412. top: "fc6"
  413. param {
  414. lr_mult: 1
  415. decay_mult: 1
  416. }
  417. param {
  418. lr_mult: 2
  419. decay_mult: 0
  420. }
  421. convolution_param {
  422. num_output: 4096
  423. kernel_size: 7
  424. engine: CAFFE
  425. }
  426. }
  427. layer {
  428. name: "relu6"
  429. type: "ReLU"
  430. bottom: "fc6"
  431. top: "fc6"
  432. }
  433. layer {
  434. name: "drop6"
  435. type: "Dropout"
  436. bottom: "fc6"
  437. top: "fc6"
  438. dropout_param {
  439. dropout_ratio: 0.5
  440. }
  441. }
  442. layer {
  443. name: "fc7"
  444. type: "Convolution"
  445. bottom: "fc6"
  446. top: "fc7"
  447. param {
  448. lr_mult: 1
  449. decay_mult: 1
  450. }
  451. param {
  452. lr_mult: 2
  453. decay_mult: 0
  454. }
  455. convolution_param {
  456. num_output: 4096
  457. kernel_size: 1
  458. engine: CAFFE
  459. }
  460. }
  461. layer {
  462. name: "relu7"
  463. type: "ReLU"
  464. bottom: "fc7"
  465. top: "fc7"
  466. }
  467. layer {
  468. name: "drop7"
  469. type: "Dropout"
  470. bottom: "fc7"
  471. top: "fc7"
  472. dropout_param {
  473. dropout_ratio: 0.5
  474. }
  475. }
  476. layer {
  477. name: "score-fr"
  478. type: "Convolution"
  479. bottom: "fc7"
  480. top: "score"
  481. param {
  482. lr_mult: 1
  483. decay_mult: 1
  484. }
  485. param {
  486. lr_mult: 2
  487. decay_mult: 0
  488. }
  489. convolution_param {
  490. num_output: 21
  491. kernel_size: 1
  492. engine: CAFFE
  493. }
  494. }
  495. layer {
  496. name: "score2"
  497. type: "Deconvolution"
  498. bottom: "score"
  499. top: "score2"
  500. param {
  501. lr_mult: 1
  502. decay_mult: 1
  503. }
  504. param {
  505. lr_mult: 2
  506. decay_mult: 0
  507. }
  508. convolution_param {
  509. num_output: 21
  510. kernel_size: 4
  511. stride: 2
  512. }
  513. }
  514. layer {
  515. name: "score-pool4"
  516. type: "Convolution"
  517. bottom: "pool4"
  518. top: "score-pool4"
  519. param {
  520. lr_mult: 1
  521. decay_mult: 1
  522. }
  523. param {
  524. lr_mult: 2
  525. decay_mult: 0
  526. }
  527. convolution_param {
  528. num_output: 21
  529. kernel_size: 1
  530. engine: CAFFE
  531. }
  532. }
  533. layer {
  534. name: "crop"
  535. type: "Crop"
  536. bottom: "score-pool4"
  537. bottom: "score2"
  538. top: "score-pool4c"
  539. }
  540. layer {
  541. name: "fuse"
  542. type: "Eltwise"
  543. bottom: "score2"
  544. bottom: "score-pool4c"
  545. top: "score-fused"
  546. eltwise_param {
  547. operation: SUM
  548. }
  549. }
  550. layer {
  551. name: "score4"
  552. type: "Deconvolution"
  553. bottom: "score-fused"
  554. top: "score4"
  555. param {
  556. lr_mult: 1
  557. decay_mult: 1
  558. }
  559. convolution_param {
  560. num_output: 21
  561. bias_term: false
  562. kernel_size: 4
  563. stride: 2
  564. }
  565. }
  566. layer {
  567. name: "score-pool3"
  568. type: "Convolution"
  569. bottom: "pool3"
  570. top: "score-pool3"
  571. param {
  572. lr_mult: 1
  573. decay_mult: 1
  574. }
  575. param {
  576. lr_mult: 2
  577. decay_mult: 0
  578. }
  579. convolution_param {
  580. num_output: 21
  581. kernel_size: 1
  582. engine: CAFFE
  583. }
  584. }
  585. layer {
  586. name: "crop"
  587. type: "Crop"
  588. bottom: "score-pool3"
  589. bottom: "score4"
  590. top: "score-pool3c"
  591. }
  592. layer {
  593. name: "fuse"
  594. type: "Eltwise"
  595. bottom: "score4"
  596. bottom: "score-pool3c"
  597. top: "score-final"
  598. eltwise_param {
  599. operation: SUM
  600. }
  601. }
  602. layer {
  603. name: "upsample"
  604. type: "Deconvolution"
  605. bottom: "score-final"
  606. top: "bigscore"
  607. param {
  608. lr_mult: 0
  609. }
  610. convolution_param {
  611. num_output: 21
  612. bias_term: false
  613. kernel_size: 16
  614. stride: 8
  615. }
  616. }
  617. layer {
  618. name: "crop"
  619. type: "Crop"
  620. bottom: "bigscore"
  621. bottom: "data"
  622. top: "upscore"
  623. }
  624. I0524 13:37:28.895555 3245 net.cpp:341] Input 0 -> data
  625. I0524 13:37:28.895593 3245 layer_factory.hpp:74] Creating layer data_input_0_split
  626. I0524 13:37:28.895612 3245 net.cpp:85] Creating Layer data_input_0_split
  627. I0524 13:37:28.895619 3245 net.cpp:381] data_input_0_split <- data
  628. I0524 13:37:28.895633 3245 net.cpp:339] data_input_0_split -> data_input_0_split_0
  629. I0524 13:37:28.895648 3245 net.cpp:339] data_input_0_split -> data_input_0_split_1
  630. I0524 13:37:28.895660 3245 net.cpp:114] Setting up data_input_0_split
  631. I0524 13:37:28.895704 3245 net.cpp:121] Top shape: 1 3 500 500 (750000)
  632. I0524 13:37:28.895715 3245 net.cpp:121] Top shape: 1 3 500 500 (750000)
  633. I0524 13:37:28.895721 3245 layer_factory.hpp:74] Creating layer conv1_1
  634. I0524 13:37:28.895741 3245 net.cpp:85] Creating Layer conv1_1
  635. I0524 13:37:28.895750 3245 net.cpp:381] conv1_1 <- data_input_0_split_0
  636. I0524 13:37:28.895756 3245 net.cpp:339] conv1_1 -> conv1_1
  637. I0524 13:37:28.895768 3245 net.cpp:114] Setting up conv1_1
  638. I0524 13:37:28.896973 3245 net.cpp:121] Top shape: 1 64 698 698 (31181056)
  639. I0524 13:37:28.896996 3245 layer_factory.hpp:74] Creating layer relu1_1
  640. I0524 13:37:28.897006 3245 net.cpp:85] Creating Layer relu1_1
  641. I0524 13:37:28.897014 3245 net.cpp:381] relu1_1 <- conv1_1
  642. I0524 13:37:28.897028 3245 net.cpp:328] relu1_1 -> conv1_1 (in-place)
  643. I0524 13:37:28.897042 3245 net.cpp:114] Setting up relu1_1
  644. I0524 13:37:28.897053 3245 net.cpp:121] Top shape: 1 64 698 698 (31181056)
  645. I0524 13:37:28.897063 3245 layer_factory.hpp:74] Creating layer conv1_2
  646. I0524 13:37:28.897078 3245 net.cpp:85] Creating Layer conv1_2
  647. I0524 13:37:28.897086 3245 net.cpp:381] conv1_2 <- conv1_1
  648. I0524 13:37:28.897099 3245 net.cpp:339] conv1_2 -> conv1_2
  649. I0524 13:37:28.897111 3245 net.cpp:114] Setting up conv1_2
  650. I0524 13:37:28.898347 3245 net.cpp:121] Top shape: 1 64 698 698 (31181056)
  651. I0524 13:37:28.898366 3245 layer_factory.hpp:74] Creating layer relu1_2
  652. I0524 13:37:28.898380 3245 net.cpp:85] Creating Layer relu1_2
  653. I0524 13:37:28.898392 3245 net.cpp:381] relu1_2 <- conv1_2
  654. I0524 13:37:28.898398 3245 net.cpp:328] relu1_2 -> conv1_2 (in-place)
  655. I0524 13:37:28.898407 3245 net.cpp:114] Setting up relu1_2
  656. I0524 13:37:28.898421 3245 net.cpp:121] Top shape: 1 64 698 698 (31181056)
  657. I0524 13:37:28.898432 3245 layer_factory.hpp:74] Creating layer pool1
  658. I0524 13:37:28.898437 3245 net.cpp:85] Creating Layer pool1
  659. I0524 13:37:28.898445 3245 net.cpp:381] pool1 <- conv1_2
  660. I0524 13:37:28.898450 3245 net.cpp:339] pool1 -> pool1
  661. I0524 13:37:28.898460 3245 net.cpp:114] Setting up pool1
  662. I0524 13:37:28.898468 3245 net.cpp:121] Top shape: 1 64 349 349 (7795264)
  663. I0524 13:37:28.898475 3245 layer_factory.hpp:74] Creating layer conv2_1
  664. I0524 13:37:28.898483 3245 net.cpp:85] Creating Layer conv2_1
  665. I0524 13:37:28.898490 3245 net.cpp:381] conv2_1 <- pool1
  666. I0524 13:37:28.898500 3245 net.cpp:339] conv2_1 -> conv2_1
  667. I0524 13:37:28.898509 3245 net.cpp:114] Setting up conv2_1
  668. I0524 13:37:28.898939 3245 net.cpp:121] Top shape: 1 128 349 349 (15590528)
  669. I0524 13:37:28.898953 3245 layer_factory.hpp:74] Creating layer relu2_1
  670. I0524 13:37:28.898964 3245 net.cpp:85] Creating Layer relu2_1
  671. I0524 13:37:28.898968 3245 net.cpp:381] relu2_1 <- conv2_1
  672. I0524 13:37:28.898977 3245 net.cpp:328] relu2_1 -> conv2_1 (in-place)
  673. I0524 13:37:28.898982 3245 net.cpp:114] Setting up relu2_1
  674. I0524 13:37:28.898990 3245 net.cpp:121] Top shape: 1 128 349 349 (15590528)
  675. I0524 13:37:28.898993 3245 layer_factory.hpp:74] Creating layer conv2_2
  676. I0524 13:37:28.899006 3245 net.cpp:85] Creating Layer conv2_2
  677. I0524 13:37:28.899014 3245 net.cpp:381] conv2_2 <- conv2_1
  678. I0524 13:37:28.899019 3245 net.cpp:339] conv2_2 -> conv2_2
  679. I0524 13:37:28.899029 3245 net.cpp:114] Setting up conv2_2
  680. I0524 13:37:28.899657 3245 net.cpp:121] Top shape: 1 128 349 349 (15590528)
  681. I0524 13:37:28.899669 3245 layer_factory.hpp:74] Creating layer relu2_2
  682. I0524 13:37:28.899682 3245 net.cpp:85] Creating Layer relu2_2
  683. I0524 13:37:28.899693 3245 net.cpp:381] relu2_2 <- conv2_2
  684. I0524 13:37:28.899708 3245 net.cpp:328] relu2_2 -> conv2_2 (in-place)
  685. I0524 13:37:28.899718 3245 net.cpp:114] Setting up relu2_2
  686. I0524 13:37:28.899722 3245 net.cpp:121] Top shape: 1 128 349 349 (15590528)
  687. I0524 13:37:28.899729 3245 layer_factory.hpp:74] Creating layer pool2
  688. I0524 13:37:28.899740 3245 net.cpp:85] Creating Layer pool2
  689. I0524 13:37:28.899754 3245 net.cpp:381] pool2 <- conv2_2
  690. I0524 13:37:28.899758 3245 net.cpp:339] pool2 -> pool2
  691. I0524 13:37:28.899770 3245 net.cpp:114] Setting up pool2
  692. I0524 13:37:28.899781 3245 net.cpp:121] Top shape: 1 128 175 175 (3920000)
  693. I0524 13:37:28.899791 3245 layer_factory.hpp:74] Creating layer conv3_1
  694. I0524 13:37:28.899806 3245 net.cpp:85] Creating Layer conv3_1
  695. I0524 13:37:28.899814 3245 net.cpp:381] conv3_1 <- pool2
  696. I0524 13:37:28.899827 3245 net.cpp:339] conv3_1 -> conv3_1
  697. I0524 13:37:28.899838 3245 net.cpp:114] Setting up conv3_1
  698. I0524 13:37:28.900617 3245 net.cpp:121] Top shape: 1 256 175 175 (7840000)
  699. I0524 13:37:28.900635 3245 layer_factory.hpp:74] Creating layer relu3_1
  700. I0524 13:37:28.900650 3245 net.cpp:85] Creating Layer relu3_1
  701. I0524 13:37:28.900660 3245 net.cpp:381] relu3_1 <- conv3_1
  702. I0524 13:37:28.900665 3245 net.cpp:328] relu3_1 -> conv3_1 (in-place)
  703. I0524 13:37:28.900674 3245 net.cpp:114] Setting up relu3_1
  704. I0524 13:37:28.900686 3245 net.cpp:121] Top shape: 1 256 175 175 (7840000)
  705. I0524 13:37:28.900697 3245 layer_factory.hpp:74] Creating layer conv3_2
  706. I0524 13:37:28.900703 3245 net.cpp:85] Creating Layer conv3_2
  707. I0524 13:37:28.900709 3245 net.cpp:381] conv3_2 <- conv3_1
  708. I0524 13:37:28.900717 3245 net.cpp:339] conv3_2 -> conv3_2
  709. I0524 13:37:28.900727 3245 net.cpp:114] Setting up conv3_2
  710. I0524 13:37:28.902187 3245 net.cpp:121] Top shape: 1 256 175 175 (7840000)
  711. I0524 13:37:28.902204 3245 layer_factory.hpp:74] Creating layer relu3_2
  712. I0524 13:37:28.902220 3245 net.cpp:85] Creating Layer relu3_2
  713. I0524 13:37:28.902230 3245 net.cpp:381] relu3_2 <- conv3_2
  714. I0524 13:37:28.902235 3245 net.cpp:328] relu3_2 -> conv3_2 (in-place)
  715. I0524 13:37:28.902243 3245 net.cpp:114] Setting up relu3_2
  716. I0524 13:37:28.902256 3245 net.cpp:121] Top shape: 1 256 175 175 (7840000)
  717. I0524 13:37:28.902266 3245 layer_factory.hpp:74] Creating layer conv3_3
  718. I0524 13:37:28.902272 3245 net.cpp:85] Creating Layer conv3_3
  719. I0524 13:37:28.902279 3245 net.cpp:381] conv3_3 <- conv3_2
  720. I0524 13:37:28.902284 3245 net.cpp:339] conv3_3 -> conv3_3
  721. I0524 13:37:28.902293 3245 net.cpp:114] Setting up conv3_3
  722. I0524 13:37:28.903739 3245 net.cpp:121] Top shape: 1 256 175 175 (7840000)
  723. I0524 13:37:28.903754 3245 layer_factory.hpp:74] Creating layer relu3_3
  724. I0524 13:37:28.903771 3245 net.cpp:85] Creating Layer relu3_3
  725. I0524 13:37:28.903780 3245 net.cpp:381] relu3_3 <- conv3_3
  726. I0524 13:37:28.903786 3245 net.cpp:328] relu3_3 -> conv3_3 (in-place)
  727. I0524 13:37:28.903795 3245 net.cpp:114] Setting up relu3_3
  728. I0524 13:37:28.903807 3245 net.cpp:121] Top shape: 1 256 175 175 (7840000)
  729. I0524 13:37:28.903818 3245 layer_factory.hpp:74] Creating layer pool3
  730. I0524 13:37:28.903823 3245 net.cpp:85] Creating Layer pool3
  731. I0524 13:37:28.903831 3245 net.cpp:381] pool3 <- conv3_3
  732. I0524 13:37:28.903837 3245 net.cpp:339] pool3 -> pool3
  733. I0524 13:37:28.903846 3245 net.cpp:114] Setting up pool3
  734. I0524 13:37:28.903858 3245 net.cpp:121] Top shape: 1 256 88 88 (1982464)
  735. I0524 13:37:28.903865 3245 layer_factory.hpp:74] Creating layer pool3_pool3_0_split
  736. I0524 13:37:28.903877 3245 net.cpp:85] Creating Layer pool3_pool3_0_split
  737. I0524 13:37:28.903888 3245 net.cpp:381] pool3_pool3_0_split <- pool3
  738. I0524 13:37:28.903903 3245 net.cpp:339] pool3_pool3_0_split -> pool3_pool3_0_split_0
  739. I0524 13:37:28.903918 3245 net.cpp:339] pool3_pool3_0_split -> pool3_pool3_0_split_1
  740. I0524 13:37:28.903930 3245 net.cpp:114] Setting up pool3_pool3_0_split
  741. I0524 13:37:28.903942 3245 net.cpp:121] Top shape: 1 256 88 88 (1982464)
  742. I0524 13:37:28.903952 3245 net.cpp:121] Top shape: 1 256 88 88 (1982464)
  743. I0524 13:37:28.903962 3245 layer_factory.hpp:74] Creating layer conv4_1
  744. I0524 13:37:28.903975 3245 net.cpp:85] Creating Layer conv4_1
  745. I0524 13:37:28.903983 3245 net.cpp:381] conv4_1 <- pool3_pool3_0_split_0
  746. I0524 13:37:28.904001 3245 net.cpp:339] conv4_1 -> conv4_1
  747. I0524 13:37:28.904012 3245 net.cpp:114] Setting up conv4_1
  748. I0524 13:37:28.906376 3245 net.cpp:121] Top shape: 1 512 88 88 (3964928)
  749. I0524 13:37:28.906394 3245 layer_factory.hpp:74] Creating layer relu4_1
  750. I0524 13:37:28.906406 3245 net.cpp:85] Creating Layer relu4_1
  751. I0524 13:37:28.906416 3245 net.cpp:381] relu4_1 <- conv4_1
  752. I0524 13:37:28.906421 3245 net.cpp:328] relu4_1 -> conv4_1 (in-place)
  753. I0524 13:37:28.906430 3245 net.cpp:114] Setting up relu4_1
  754. I0524 13:37:28.906442 3245 net.cpp:121] Top shape: 1 512 88 88 (3964928)
  755. I0524 13:37:28.906451 3245 layer_factory.hpp:74] Creating layer conv4_2
  756. I0524 13:37:28.906460 3245 net.cpp:85] Creating Layer conv4_2
  757. I0524 13:37:28.906466 3245 net.cpp:381] conv4_2 <- conv4_1
  758. I0524 13:37:28.906472 3245 net.cpp:339] conv4_2 -> conv4_2
  759. I0524 13:37:28.906486 3245 net.cpp:114] Setting up conv4_2
  760. I0524 13:37:28.910343 3245 net.cpp:121] Top shape: 1 512 88 88 (3964928)
  761. I0524 13:37:28.910362 3245 layer_factory.hpp:74] Creating layer relu4_2
  762. I0524 13:37:28.910372 3245 net.cpp:85] Creating Layer relu4_2
  763. I0524 13:37:28.910375 3245 net.cpp:381] relu4_2 <- conv4_2
  764. I0524 13:37:28.910383 3245 net.cpp:328] relu4_2 -> conv4_2 (in-place)
  765. I0524 13:37:28.910388 3245 net.cpp:114] Setting up relu4_2
  766. I0524 13:37:28.910398 3245 net.cpp:121] Top shape: 1 512 88 88 (3964928)
  767. I0524 13:37:28.910400 3245 layer_factory.hpp:74] Creating layer conv4_3
  768. I0524 13:37:28.910411 3245 net.cpp:85] Creating Layer conv4_3
  769. I0524 13:37:28.910420 3245 net.cpp:381] conv4_3 <- conv4_2
  770. I0524 13:37:28.910434 3245 net.cpp:339] conv4_3 -> conv4_3
  771. I0524 13:37:28.910446 3245 net.cpp:114] Setting up conv4_3
  772. I0524 13:37:28.914686 3245 net.cpp:121] Top shape: 1 512 88 88 (3964928)
  773. I0524 13:37:28.914702 3245 layer_factory.hpp:74] Creating layer relu4_3
  774. I0524 13:37:28.914717 3245 net.cpp:85] Creating Layer relu4_3
  775. I0524 13:37:28.914727 3245 net.cpp:381] relu4_3 <- conv4_3
  776. I0524 13:37:28.914732 3245 net.cpp:328] relu4_3 -> conv4_3 (in-place)
  777. I0524 13:37:28.914741 3245 net.cpp:114] Setting up relu4_3
  778. I0524 13:37:28.914746 3245 net.cpp:121] Top shape: 1 512 88 88 (3964928)
  779. I0524 13:37:28.914753 3245 layer_factory.hpp:74] Creating layer pool4
  780. I0524 13:37:28.914762 3245 net.cpp:85] Creating Layer pool4
  781. I0524 13:37:28.914769 3245 net.cpp:381] pool4 <- conv4_3
  782. I0524 13:37:28.914774 3245 net.cpp:339] pool4 -> pool4
  783. I0524 13:37:28.914784 3245 net.cpp:114] Setting up pool4
  784. I0524 13:37:28.914799 3245 net.cpp:121] Top shape: 1 512 44 44 (991232)
  785. I0524 13:37:28.914809 3245 layer_factory.hpp:74] Creating layer pool4_pool4_0_split
  786. I0524 13:37:28.914815 3245 net.cpp:85] Creating Layer pool4_pool4_0_split
  787. I0524 13:37:28.914824 3245 net.cpp:381] pool4_pool4_0_split <- pool4
  788. I0524 13:37:28.914830 3245 net.cpp:339] pool4_pool4_0_split -> pool4_pool4_0_split_0
  789. I0524 13:37:28.914840 3245 net.cpp:339] pool4_pool4_0_split -> pool4_pool4_0_split_1
  790. I0524 13:37:28.914851 3245 net.cpp:114] Setting up pool4_pool4_0_split
  791. I0524 13:37:28.914865 3245 net.cpp:121] Top shape: 1 512 44 44 (991232)
  792. I0524 13:37:28.914876 3245 net.cpp:121] Top shape: 1 512 44 44 (991232)
  793. I0524 13:37:28.914880 3245 layer_factory.hpp:74] Creating layer conv5_1
  794. I0524 13:37:28.914893 3245 net.cpp:85] Creating Layer conv5_1
  795. I0524 13:37:28.914904 3245 net.cpp:381] conv5_1 <- pool4_pool4_0_split_0
  796. I0524 13:37:28.914912 3245 net.cpp:339] conv5_1 -> conv5_1
  797. I0524 13:37:28.914924 3245 net.cpp:114] Setting up conv5_1
  798. I0524 13:37:28.918792 3245 net.cpp:121] Top shape: 1 512 44 44 (991232)
  799. I0524 13:37:28.918807 3245 layer_factory.hpp:74] Creating layer relu5_1
  800. I0524 13:37:28.918817 3245 net.cpp:85] Creating Layer relu5_1
  801. I0524 13:37:28.918828 3245 net.cpp:381] relu5_1 <- conv5_1
  802. I0524 13:37:28.918841 3245 net.cpp:328] relu5_1 -> conv5_1 (in-place)
  803. I0524 13:37:28.918853 3245 net.cpp:114] Setting up relu5_1
  804. I0524 13:37:28.918856 3245 net.cpp:121] Top shape: 1 512 44 44 (991232)
  805. I0524 13:37:28.918864 3245 layer_factory.hpp:74] Creating layer conv5_2
  806. I0524 13:37:28.918872 3245 net.cpp:85] Creating Layer conv5_2
  807. I0524 13:37:28.918879 3245 net.cpp:381] conv5_2 <- conv5_1
  808. I0524 13:37:28.918884 3245 net.cpp:339] conv5_2 -> conv5_2
  809. I0524 13:37:28.918895 3245 net.cpp:114] Setting up conv5_2
  810. I0524 13:37:28.922899 3245 net.cpp:121] Top shape: 1 512 44 44 (991232)
  811. I0524 13:37:28.922912 3245 layer_factory.hpp:74] Creating layer relu5_2
  812. I0524 13:37:28.922925 3245 net.cpp:85] Creating Layer relu5_2
  813. I0524 13:37:28.922936 3245 net.cpp:381] relu5_2 <- conv5_2
  814. I0524 13:37:28.922950 3245 net.cpp:328] relu5_2 -> conv5_2 (in-place)
  815. I0524 13:37:28.922960 3245 net.cpp:114] Setting up relu5_2
  816. I0524 13:37:28.922973 3245 net.cpp:121] Top shape: 1 512 44 44 (991232)
  817. I0524 13:37:28.922982 3245 layer_factory.hpp:74] Creating layer conv5_3
  818. I0524 13:37:28.922988 3245 net.cpp:85] Creating Layer conv5_3
  819. I0524 13:37:28.922996 3245 net.cpp:381] conv5_3 <- conv5_2
  820. I0524 13:37:28.923001 3245 net.cpp:339] conv5_3 -> conv5_3
  821. I0524 13:37:28.923009 3245 net.cpp:114] Setting up conv5_3
  822. I0524 13:37:28.927350 3245 net.cpp:121] Top shape: 1 512 44 44 (991232)
  823. I0524 13:37:28.927366 3245 layer_factory.hpp:74] Creating layer relu5_3
  824. I0524 13:37:28.927382 3245 net.cpp:85] Creating Layer relu5_3
  825. I0524 13:37:28.927392 3245 net.cpp:381] relu5_3 <- conv5_3
  826. I0524 13:37:28.927400 3245 net.cpp:328] relu5_3 -> conv5_3 (in-place)
  827. I0524 13:37:28.927409 3245 net.cpp:114] Setting up relu5_3
  828. I0524 13:37:28.927417 3245 net.cpp:121] Top shape: 1 512 44 44 (991232)
  829. I0524 13:37:28.927425 3245 layer_factory.hpp:74] Creating layer pool5
  830. I0524 13:37:28.927438 3245 net.cpp:85] Creating Layer pool5
  831. I0524 13:37:28.927446 3245 net.cpp:381] pool5 <- conv5_3
  832. I0524 13:37:28.927459 3245 net.cpp:339] pool5 -> pool5
  833. I0524 13:37:28.927471 3245 net.cpp:114] Setting up pool5
  834. I0524 13:37:28.927484 3245 net.cpp:121] Top shape: 1 512 22 22 (247808)
  835. I0524 13:37:28.927492 3245 layer_factory.hpp:74] Creating layer fc6
  836. I0524 13:37:28.927505 3245 net.cpp:85] Creating Layer fc6
  837. I0524 13:37:28.927515 3245 net.cpp:381] fc6 <- pool5
  838. I0524 13:37:28.927521 3245 net.cpp:339] fc6 -> fc6
  839. I0524 13:37:28.927531 3245 net.cpp:114] Setting up fc6
  840. I0524 13:37:29.088171 3245 net.cpp:121] Top shape: 1 4096 16 16 (1048576)
  841. I0524 13:37:29.088212 3245 layer_factory.hpp:74] Creating layer relu6
  842. I0524 13:37:29.088232 3245 net.cpp:85] Creating Layer relu6
  843. I0524 13:37:29.088241 3245 net.cpp:381] relu6 <- fc6
  844. I0524 13:37:29.088253 3245 net.cpp:328] relu6 -> fc6 (in-place)
  845. I0524 13:37:29.088268 3245 net.cpp:114] Setting up relu6
  846. I0524 13:37:29.088285 3245 net.cpp:121] Top shape: 1 4096 16 16 (1048576)
  847. I0524 13:37:29.088295 3245 layer_factory.hpp:74] Creating layer drop6
  848. I0524 13:37:29.088310 3245 net.cpp:85] Creating Layer drop6
  849. I0524 13:37:29.088320 3245 net.cpp:381] drop6 <- fc6
  850. I0524 13:37:29.088332 3245 net.cpp:328] drop6 -> fc6 (in-place)
  851. I0524 13:37:29.088346 3245 net.cpp:114] Setting up drop6
  852. I0524 13:37:29.088361 3245 net.cpp:121] Top shape: 1 4096 16 16 (1048576)
  853. I0524 13:37:29.088368 3245 layer_factory.hpp:74] Creating layer fc7
  854. I0524 13:37:29.088377 3245 net.cpp:85] Creating Layer fc7
  855. I0524 13:37:29.088382 3245 net.cpp:381] fc7 <- fc6
  856. I0524 13:37:29.088387 3245 net.cpp:339] fc7 -> fc7
  857. I0524 13:37:29.088400 3245 net.cpp:114] Setting up fc7
  858. I0524 13:37:29.115010 3245 net.cpp:121] Top shape: 1 4096 16 16 (1048576)
  859. I0524 13:37:29.115047 3245 layer_factory.hpp:74] Creating layer relu7
  860. I0524 13:37:29.115072 3245 net.cpp:85] Creating Layer relu7
  861. I0524 13:37:29.115080 3245 net.cpp:381] relu7 <- fc7
  862. I0524 13:37:29.115088 3245 net.cpp:328] relu7 -> fc7 (in-place)
  863. I0524 13:37:29.115101 3245 net.cpp:114] Setting up relu7
  864. I0524 13:37:29.115108 3245 net.cpp:121] Top shape: 1 4096 16 16 (1048576)
  865. I0524 13:37:29.115111 3245 layer_factory.hpp:74] Creating layer drop7
  866. I0524 13:37:29.115118 3245 net.cpp:85] Creating Layer drop7
  867. I0524 13:37:29.115125 3245 net.cpp:381] drop7 <- fc7
  868. I0524 13:37:29.115136 3245 net.cpp:328] drop7 -> fc7 (in-place)
  869. I0524 13:37:29.115145 3245 net.cpp:114] Setting up drop7
  870. I0524 13:37:29.115159 3245 net.cpp:121] Top shape: 1 4096 16 16 (1048576)
  871. I0524 13:37:29.115167 3245 layer_factory.hpp:74] Creating layer score-fr
  872. I0524 13:37:29.115182 3245 net.cpp:85] Creating Layer score-fr
  873. I0524 13:37:29.115188 3245 net.cpp:381] score-fr <- fc7
  874. I0524 13:37:29.115196 3245 net.cpp:339] score-fr -> score
  875. I0524 13:37:29.115208 3245 net.cpp:114] Setting up score-fr
  876. I0524 13:37:29.115427 3245 net.cpp:121] Top shape: 1 21 16 16 (5376)
  877. I0524 13:37:29.115440 3245 layer_factory.hpp:74] Creating layer score2
  878. I0524 13:37:29.115455 3245 net.cpp:85] Creating Layer score2
  879. I0524 13:37:29.115465 3245 net.cpp:381] score2 <- score
  880. I0524 13:37:29.115481 3245 net.cpp:339] score2 -> score2
  881. I0524 13:37:29.115491 3245 net.cpp:114] Setting up score2
  882. I0524 13:37:29.115521 3245 net.cpp:121] Top shape: 1 21 34 34 (24276)
  883. I0524 13:37:29.115540 3245 layer_factory.hpp:74] Creating layer score2_score2_0_split
  884. I0524 13:37:29.115548 3245 net.cpp:85] Creating Layer score2_score2_0_split
  885. I0524 13:37:29.115553 3245 net.cpp:381] score2_score2_0_split <- score2
  886. I0524 13:37:29.115558 3245 net.cpp:339] score2_score2_0_split -> score2_score2_0_split_0
  887. I0524 13:37:29.115571 3245 net.cpp:339] score2_score2_0_split -> score2_score2_0_split_1
  888. I0524 13:37:29.115584 3245 net.cpp:114] Setting up score2_score2_0_split
  889. I0524 13:37:29.115598 3245 net.cpp:121] Top shape: 1 21 34 34 (24276)
  890. I0524 13:37:29.115609 3245 net.cpp:121] Top shape: 1 21 34 34 (24276)
  891. I0524 13:37:29.115617 3245 layer_factory.hpp:74] Creating layer score-pool4
  892. I0524 13:37:29.115629 3245 net.cpp:85] Creating Layer score-pool4
  893. I0524 13:37:29.115636 3245 net.cpp:381] score-pool4 <- pool4_pool4_0_split_1
  894. I0524 13:37:29.115650 3245 net.cpp:339] score-pool4 -> score-pool4
  895. I0524 13:37:29.115662 3245 net.cpp:114] Setting up score-pool4
  896. I0524 13:37:29.115712 3245 net.cpp:121] Top shape: 1 21 44 44 (40656)
  897. I0524 13:37:29.115725 3245 layer_factory.hpp:74] Creating layer crop
  898. I0524 13:37:29.115739 3245 net.cpp:85] Creating Layer crop
  899. I0524 13:37:29.115749 3245 net.cpp:381] crop <- score-pool4
  900. I0524 13:37:29.115761 3245 net.cpp:381] crop <- score2_score2_0_split_0
  901. I0524 13:37:29.115770 3245 net.cpp:339] crop -> score-pool4c
  902. I0524 13:37:29.115789 3245 net.cpp:114] Setting up crop
  903. I0524 13:37:29.115891 3245 net.cpp:121] Top shape: 1 21 34 34 (24276)
  904. I0524 13:37:29.115900 3245 layer_factory.hpp:74] Creating layer fuse
  905. I0524 13:37:29.115908 3245 net.cpp:85] Creating Layer fuse
  906. I0524 13:37:29.115913 3245 net.cpp:381] fuse <- score2_score2_0_split_1
  907. I0524 13:37:29.115917 3245 net.cpp:381] fuse <- score-pool4c
  908. I0524 13:37:29.115922 3245 net.cpp:339] fuse -> score-fused
  909. I0524 13:37:29.115929 3245 net.cpp:114] Setting up fuse
  910. I0524 13:37:29.115936 3245 net.cpp:121] Top shape: 1 21 34 34 (24276)
  911. I0524 13:37:29.115943 3245 layer_factory.hpp:74] Creating layer score4
  912. I0524 13:37:29.115949 3245 net.cpp:85] Creating Layer score4
  913. I0524 13:37:29.115952 3245 net.cpp:381] score4 <- score-fused
  914. I0524 13:37:29.115962 3245 net.cpp:339] score4 -> score4
  915. I0524 13:37:29.115977 3245 net.cpp:114] Setting up score4
  916. I0524 13:37:29.116014 3245 net.cpp:121] Top shape: 1 21 70 70 (102900)
  917. I0524 13:37:29.116026 3245 layer_factory.hpp:74] Creating layer score4_score4_0_split
  918. I0524 13:37:29.116040 3245 net.cpp:85] Creating Layer score4_score4_0_split
  919. I0524 13:37:29.116050 3245 net.cpp:381] score4_score4_0_split <- score4
  920. I0524 13:37:29.116060 3245 net.cpp:339] score4_score4_0_split -> score4_score4_0_split_0
  921. I0524 13:37:29.116070 3245 net.cpp:339] score4_score4_0_split -> score4_score4_0_split_1
  922. I0524 13:37:29.116080 3245 net.cpp:114] Setting up score4_score4_0_split
  923. I0524 13:37:29.116091 3245 net.cpp:121] Top shape: 1 21 70 70 (102900)
  924. I0524 13:37:29.116103 3245 net.cpp:121] Top shape: 1 21 70 70 (102900)
  925. I0524 13:37:29.116113 3245 layer_factory.hpp:74] Creating layer score-pool3
  926. I0524 13:37:29.116132 3245 net.cpp:85] Creating Layer score-pool3
  927. I0524 13:37:29.116142 3245 net.cpp:381] score-pool3 <- pool3_pool3_0_split_1
  928. I0524 13:37:29.116153 3245 net.cpp:339] score-pool3 -> score-pool3
  929. I0524 13:37:29.116163 3245 net.cpp:114] Setting up score-pool3
  930. I0524 13:37:29.116214 3245 net.cpp:121] Top shape: 1 21 88 88 (162624)
  931. I0524 13:37:29.116226 3245 layer_factory.hpp:74] Creating layer crop
  932. I0524 13:37:29.116235 3245 net.cpp:85] Creating Layer crop
  933. I0524 13:37:29.116240 3245 net.cpp:381] crop <- score-pool3
  934. I0524 13:37:29.116250 3245 net.cpp:381] crop <- score4_score4_0_split_0
  935. I0524 13:37:29.116262 3245 net.cpp:339] crop -> score-pool3c
  936. I0524 13:37:29.116274 3245 net.cpp:114] Setting up crop
  937. I0524 13:37:29.116323 3245 net.cpp:121] Top shape: 1 21 70 70 (102900)
  938. I0524 13:37:29.116333 3245 layer_factory.hpp:74] Creating layer fuse
  939. I0524 13:37:29.116341 3245 net.cpp:85] Creating Layer fuse
  940. I0524 13:37:29.116348 3245 net.cpp:381] fuse <- score4_score4_0_split_1
  941. I0524 13:37:29.116353 3245 net.cpp:381] fuse <- score-pool3c
  942. I0524 13:37:29.116366 3245 net.cpp:339] fuse -> score-final
  943. I0524 13:37:29.116379 3245 net.cpp:114] Setting up fuse
  944. I0524 13:37:29.116389 3245 net.cpp:121] Top shape: 1 21 70 70 (102900)
  945. I0524 13:37:29.116400 3245 layer_factory.hpp:74] Creating layer upsample
  946. I0524 13:37:29.116408 3245 net.cpp:85] Creating Layer upsample
  947. I0524 13:37:29.116415 3245 net.cpp:381] upsample <- score-final
  948. I0524 13:37:29.116422 3245 net.cpp:339] upsample -> bigscore
  949. I0524 13:37:29.116435 3245 net.cpp:114] Setting up upsample
  950. I0524 13:37:29.116679 3245 net.cpp:121] Top shape: 1 21 568 568 (6775104)
  951. I0524 13:37:29.116693 3245 layer_factory.hpp:74] Creating layer crop
  952. I0524 13:37:29.116703 3245 net.cpp:85] Creating Layer crop
  953. I0524 13:37:29.116709 3245 net.cpp:381] crop <- bigscore
  954. I0524 13:37:29.116716 3245 net.cpp:381] crop <- data_input_0_split_1
  955. I0524 13:37:29.116729 3245 net.cpp:339] crop -> upscore
  956. I0524 13:37:29.116744 3245 net.cpp:114] Setting up crop
  957. I0524 13:37:29.116801 3245 net.cpp:121] Top shape: 1 21 500 500 (5250000)
  958. I0524 13:37:29.116809 3245 net.cpp:170] crop does not need backward computation.
  959. I0524 13:37:29.116814 3245 net.cpp:170] upsample does not need backward computation.
  960. I0524 13:37:29.116823 3245 net.cpp:170] fuse does not need backward computation.
  961. I0524 13:37:29.116833 3245 net.cpp:170] crop does not need backward computation.
  962. I0524 13:37:29.116842 3245 net.cpp:170] score-pool3 does not need backward computation.
  963. I0524 13:37:29.116849 3245 net.cpp:170] score4_score4_0_split does not need backward computation.
  964. I0524 13:37:29.116856 3245 net.cpp:170] score4 does not need backward computation.
  965. I0524 13:37:29.116861 3245 net.cpp:170] fuse does not need backward computation.
  966. I0524 13:37:29.116868 3245 net.cpp:170] crop does not need backward computation.
  967. I0524 13:37:29.116871 3245 net.cpp:170] score-pool4 does not need backward computation.
  968. I0524 13:37:29.116876 3245 net.cpp:170] score2_score2_0_split does not need backward computation.
  969. I0524 13:37:29.116881 3245 net.cpp:170] score2 does not need backward computation.
  970. I0524 13:37:29.116890 3245 net.cpp:170] score-fr does not need backward computation.
  971. I0524 13:37:29.116895 3245 net.cpp:170] drop7 does not need backward computation.
  972. I0524 13:37:29.116904 3245 net.cpp:170] relu7 does not need backward computation.
  973. I0524 13:37:29.116909 3245 net.cpp:170] fc7 does not need backward computation.
  974. I0524 13:37:29.116915 3245 net.cpp:170] drop6 does not need backward computation.
  975. I0524 13:37:29.116919 3245 net.cpp:170] relu6 does not need backward computation.
  976. I0524 13:37:29.116922 3245 net.cpp:170] fc6 does not need backward computation.
  977. I0524 13:37:29.116926 3245 net.cpp:170] pool5 does not need backward computation.
  978. I0524 13:37:29.116930 3245 net.cpp:170] relu5_3 does not need backward computation.
  979. I0524 13:37:29.116932 3245 net.cpp:170] conv5_3 does not need backward computation.
  980. I0524 13:37:29.116935 3245 net.cpp:170] relu5_2 does not need backward computation.
  981. I0524 13:37:29.116942 3245 net.cpp:170] conv5_2 does not need backward computation.
  982. I0524 13:37:29.116953 3245 net.cpp:170] relu5_1 does not need backward computation.
  983. I0524 13:37:29.116963 3245 net.cpp:170] conv5_1 does not need backward computation.
  984. I0524 13:37:29.116971 3245 net.cpp:170] pool4_pool4_0_split does not need backward computation.
  985. I0524 13:37:29.116976 3245 net.cpp:170] pool4 does not need backward computation.
  986. I0524 13:37:29.116982 3245 net.cpp:170] relu4_3 does not need backward computation.
  987. I0524 13:37:29.116988 3245 net.cpp:170] conv4_3 does not need backward computation.
  988. I0524 13:37:29.116997 3245 net.cpp:170] relu4_2 does not need backward computation.
  989. I0524 13:37:29.117008 3245 net.cpp:170] conv4_2 does not need backward computation.
  990. I0524 13:37:29.117014 3245 net.cpp:170] relu4_1 does not need backward computation.
  991. I0524 13:37:29.117019 3245 net.cpp:170] conv4_1 does not need backward computation.
  992. I0524 13:37:29.117025 3245 net.cpp:170] pool3_pool3_0_split does not need backward computation.
  993. I0524 13:37:29.117030 3245 net.cpp:170] pool3 does not need backward computation.
  994. I0524 13:37:29.117038 3245 net.cpp:170] relu3_3 does not need backward computation.
  995. I0524 13:37:29.117044 3245 net.cpp:170] conv3_3 does not need backward computation.
  996. I0524 13:37:29.117048 3245 net.cpp:170] relu3_2 does not need backward computation.
  997. I0524 13:37:29.117054 3245 net.cpp:170] conv3_2 does not need backward computation.
  998. I0524 13:37:29.117059 3245 net.cpp:170] relu3_1 does not need backward computation.
  999. I0524 13:37:29.117066 3245 net.cpp:170] conv3_1 does not need backward computation.
  1000. I0524 13:37:29.117072 3245 net.cpp:170] pool2 does not need backward computation.
  1001. I0524 13:37:29.117079 3245 net.cpp:170] relu2_2 does not need backward computation.
  1002. I0524 13:37:29.117084 3245 net.cpp:170] conv2_2 does not need backward computation.
  1003. I0524 13:37:29.117089 3245 net.cpp:170] relu2_1 does not need backward computation.
  1004. I0524 13:37:29.117099 3245 net.cpp:170] conv2_1 does not need backward computation.
  1005. I0524 13:37:29.117108 3245 net.cpp:170] pool1 does not need backward computation.
  1006. I0524 13:37:29.117115 3245 net.cpp:170] relu1_2 does not need backward computation.
  1007. I0524 13:37:29.117120 3245 net.cpp:170] conv1_2 does not need backward computation.
  1008. I0524 13:37:29.117125 3245 net.cpp:170] relu1_1 does not need backward computation.
  1009. I0524 13:37:29.117166 3245 net.cpp:170] conv1_1 does not need backward computation.
  1010. I0524 13:37:29.117174 3245 net.cpp:170] data_input_0_split does not need backward computation.
  1011. I0524 13:37:29.117183 3245 net.cpp:206] This network produces output upscore
  1012. I0524 13:37:29.117219 3245 net.cpp:448] Collecting Learning Rate and Weight Decay.
  1013. I0524 13:37:29.117235 3245 net.cpp:218] Network initialization done.
  1014. I0524 13:37:29.117239 3245 net.cpp:219] Memory required for data: 1221634208
  1015. [libprotobuf WARNING google/protobuf/io/coded_stream.cc:537] Reading dangerously large protocol message. If the message turns out to be larger than 2147483647 bytes, parsing will be halted for security reasons. To increase the limit (or to disable these warnings), see CodedInputStream::SetTotalBytesLimit() in google/protobuf/io/coded_stream.h.
  1016. [libprotobuf WARNING google/protobuf/io/coded_stream.cc:78] The total number of bytes read was 537962613
  1017. E0524 13:37:33.856206 3245 upgrade_proto.cpp:618] Attempting to upgrade input file specified using deprecated V1LayerParameter: ./FCN8s_models/fcn-8s-pascal.caffemodel
  1018. I0524 13:37:34.457378 3245 upgrade_proto.cpp:626] Successfully upgraded file specified using deprecated V1LayerParameter
  1019. I0524 13:37:34.592320 3245 solver.cpp:32] Initializing solver from parameters:
  1020. test_iter: 10
  1021. test_interval: 100000000
  1022. base_lr: 0.0001
  1023. display: 2
  1024. max_iter: 800
  1025. lr_policy: "fixed"
  1026. gamma: 0.1
  1027. momentum: 0.99
  1028. weight_decay: 0.0005
  1029. snapshot: 100
  1030. snapshot_prefix: "/home/ubuntu/gfav/portraitSegment/[EG_code_data]_release/training/trained_models/portraitFCN"
  1031. net: "/home/ubuntu/gfav/portraitSegment/[EG_code_data]_release/training/model_files/train_portraitFCN.prototxt"
  1032. test_initialization: false
  1033. average_loss: 2
  1034. iter_size: 1
  1035. I0524 13:37:34.592377 3245 solver.cpp:70] Creating training net from net file: /home/ubuntu/gfav/portraitSegment/[EG_code_data]_release/training/model_files/train_portraitFCN.prototxt
  1036. E0524 13:37:34.592686 3245 upgrade_proto.cpp:618] Attempting to upgrade input file specified using deprecated V1LayerParameter: /home/ubuntu/gfav/portraitSegment/[EG_code_data]_release/training/model_files/train_portraitFCN.prototxt
  1037. I0524 13:37:34.592797 3245 upgrade_proto.cpp:626] Successfully upgraded file specified using deprecated V1LayerParameter
  1038. I0524 13:37:34.592887 3245 net.cpp:258] The NetState phase (0) differed from the phase (1) specified by a rule in layer data
  1039. I0524 13:37:34.592921 3245 net.cpp:258] The NetState phase (0) differed from the phase (1) specified by a rule in layer accuracy
  1040. I0524 13:37:34.593189 3245 net.cpp:42] Initializing net from parameters:
  1041. name: "FCN"
  1042. state {
  1043. phase: TRAIN
  1044. }
  1045. layer {
  1046. name: "data"
  1047. type: "ImageMat"
  1048. top: "data"
  1049. top: "label"
  1050. include {
  1051. phase: TRAIN
  1052. }
  1053. transform_param {
  1054. mirror: true
  1055. mean_value: 104.008
  1056. mean_value: 116.669
  1057. mean_value: 122.675
  1058. }
  1059. image_data_param {
  1060. source: "/home/ubuntu/gfav/portraitSegment/[EG_code_data]_release/data/portraitFCN_datalist_new.txt"
  1061. batch_size: 1
  1062. shuffle: true
  1063. root_folder: ""
  1064. ignore_label: 255
  1065. label_type: PIXEL
  1066. }
  1067. }
  1068. layer {
  1069. name: "conv1_1"
  1070. type: "Convolution"
  1071. bottom: "data"
  1072. top: "conv1_1"
  1073. param {
  1074. lr_mult: 1
  1075. decay_mult: 1
  1076. }
  1077. param {
  1078. lr_mult: 2
  1079. decay_mult: 0
  1080. }
  1081. convolution_param {
  1082. num_output: 64
  1083. pad: 100
  1084. kernel_size: 3
  1085. engine: CAFFE
  1086. }
  1087. }
  1088. layer {
  1089. name: "relu1_1"
  1090. type: "ReLU"
  1091. bottom: "conv1_1"
  1092. top: "conv1_1"
  1093. }
  1094. layer {
  1095. name: "conv1_2"
  1096. type: "Convolution"
  1097. bottom: "conv1_1"
  1098. top: "conv1_2"
  1099. param {
  1100. lr_mult: 1
  1101. decay_mult: 1
  1102. }
  1103. param {
  1104. lr_mult: 2
  1105. decay_mult: 0
  1106. }
  1107. convolution_param {
  1108. num_output: 64
  1109. pad: 1
  1110. kernel_size: 3
  1111. engine: CAFFE
  1112. }
  1113. }
  1114. layer {
  1115. name: "relu1_2"
  1116. type: "ReLU"
  1117. bottom: "conv1_2"
  1118. top: "conv1_2"
  1119. }
  1120. layer {
  1121. name: "pool1"
  1122. type: "Pooling"
  1123. bottom: "conv1_2"
  1124. top: "pool1"
  1125. pooling_param {
  1126. pool: MAX
  1127. kernel_size: 2
  1128. stride: 2
  1129. }
  1130. }
  1131. layer {
  1132. name: "conv2_1"
  1133. type: "Convolution"
  1134. bottom: "pool1"
  1135. top: "conv2_1"
  1136. param {
  1137. lr_mult: 1
  1138. decay_mult: 1
  1139. }
  1140. param {
  1141. lr_mult: 2
  1142. decay_mult: 0
  1143. }
  1144. convolution_param {
  1145. num_output: 128
  1146. pad: 1
  1147. kernel_size: 3
  1148. engine: CAFFE
  1149. }
  1150. }
  1151. layer {
  1152. name: "relu2_1"
  1153. type: "ReLU"
  1154. bottom: "conv2_1"
  1155. top: "conv2_1"
  1156. }
  1157. layer {
  1158. name: "conv2_2"
  1159. type: "Convolution"
  1160. bottom: "conv2_1"
  1161. top: "conv2_2"
  1162. param {
  1163. lr_mult: 1
  1164. decay_mult: 1
  1165. }
  1166. param {
  1167. lr_mult: 2
  1168. decay_mult: 0
  1169. }
  1170. convolution_param {
  1171. num_output: 128
  1172. pad: 1
  1173. kernel_size: 3
  1174. engine: CAFFE
  1175. }
  1176. }
  1177. layer {
  1178. name: "relu2_2"
  1179. type: "ReLU"
  1180. bottom: "conv2_2"
  1181. top: "conv2_2"
  1182. }
  1183. layer {
  1184. name: "pool2"
  1185. type: "Pooling"
  1186. bottom: "conv2_2"
  1187. top: "pool2"
  1188. pooling_param {
  1189. pool: MAX
  1190. kernel_size: 2
  1191. stride: 2
  1192. }
  1193. }
  1194. layer {
  1195. name: "conv3_1"
  1196. type: "Convolution"
  1197. bottom: "pool2"
  1198. top: "conv3_1"
  1199. param {
  1200. lr_mult: 1
  1201. decay_mult: 1
  1202. }
  1203. param {
  1204. lr_mult: 2
  1205. decay_mult: 0
  1206. }
  1207. convolution_param {
  1208. num_output: 256
  1209. pad: 1
  1210. kernel_size: 3
  1211. engine: CAFFE
  1212. }
  1213. }
  1214. layer {
  1215. name: "relu3_1"
  1216. type: "ReLU"
  1217. bottom: "conv3_1"
  1218. top: "conv3_1"
  1219. }
  1220. layer {
  1221. name: "conv3_2"
  1222. type: "Convolution"
  1223. bottom: "conv3_1"
  1224. top: "conv3_2"
  1225. param {
  1226. lr_mult: 1
  1227. decay_mult: 1
  1228. }
  1229. param {
  1230. lr_mult: 2
  1231. decay_mult: 0
  1232. }
  1233. convolution_param {
  1234. num_output: 256
  1235. pad: 1
  1236. kernel_size: 3
  1237. engine: CAFFE
  1238. }
  1239. }
  1240. layer {
  1241. name: "relu3_2"
  1242. type: "ReLU"
  1243. bottom: "conv3_2"
  1244. top: "conv3_2"
  1245. }
  1246. layer {
  1247. name: "conv3_3"
  1248. type: "Convolution"
  1249. bottom: "conv3_2"
  1250. top: "conv3_3"
  1251. param {
  1252. lr_mult: 1
  1253. decay_mult: 1
  1254. }
  1255. param {
  1256. lr_mult: 2
  1257. decay_mult: 0
  1258. }
  1259. convolution_param {
  1260. num_output: 256
  1261. pad: 1
  1262. kernel_size: 3
  1263. engine: CAFFE
  1264. }
  1265. }
  1266. layer {
  1267. name: "relu3_3"
  1268. type: "ReLU"
  1269. bottom: "conv3_3"
  1270. top: "conv3_3"
  1271. }
  1272. layer {
  1273. name: "pool3"
  1274. type: "Pooling"
  1275. bottom: "conv3_3"
  1276. top: "pool3"
  1277. pooling_param {
  1278. pool: MAX
  1279. kernel_size: 2
  1280. stride: 2
  1281. }
  1282. }
  1283. layer {
  1284. name: "conv4_1"
  1285. type: "Convolution"
  1286. bottom: "pool3"
  1287. top: "conv4_1"
  1288. param {
  1289. lr_mult: 1
  1290. decay_mult: 1
  1291. }
  1292. param {
  1293. lr_mult: 2
  1294. decay_mult: 0
  1295. }
  1296. convolution_param {
  1297. num_output: 512
  1298. pad: 1
  1299. kernel_size: 3
  1300. engine: CAFFE
  1301. }
  1302. }
  1303. layer {
  1304. name: "relu4_1"
  1305. type: "ReLU"
  1306. bottom: "conv4_1"
  1307. top: "conv4_1"
  1308. }
  1309. layer {
  1310. name: "conv4_2"
  1311. type: "Convolution"
  1312. bottom: "conv4_1"
  1313. top: "conv4_2"
  1314. param {
  1315. lr_mult: 1
  1316. decay_mult: 1
  1317. }
  1318. param {
  1319. lr_mult: 2
  1320. decay_mult: 0
  1321. }
  1322. convolution_param {
  1323. num_output: 512
  1324. pad: 1
  1325. kernel_size: 3
  1326. engine: CAFFE
  1327. }
  1328. }
  1329. layer {
  1330. name: "relu4_2"
  1331. type: "ReLU"
  1332. bottom: "conv4_2"
  1333. top: "conv4_2"
  1334. }
  1335. layer {
  1336. name: "conv4_3"
  1337. type: "Convolution"
  1338. bottom: "conv4_2"
  1339. top: "conv4_3"
  1340. param {
  1341. lr_mult: 1
  1342. decay_mult: 1
  1343. }
  1344. param {
  1345. lr_mult: 2
  1346. decay_mult: 0
  1347. }
  1348. convolution_param {
  1349. num_output: 512
  1350. pad: 1
  1351. kernel_size: 3
  1352. engine: CAFFE
  1353. }
  1354. }
  1355. layer {
  1356. name: "relu4_3"
  1357. type: "ReLU"
  1358. bottom: "conv4_3"
  1359. top: "conv4_3"
  1360. }
  1361. layer {
  1362. name: "pool4"
  1363. type: "Pooling"
  1364. bottom: "conv4_3"
  1365. top: "pool4"
  1366. pooling_param {
  1367. pool: MAX
  1368. kernel_size: 2
  1369. stride: 2
  1370. }
  1371. }
  1372. layer {
  1373. name: "conv5_1"
  1374. type: "Convolution"
  1375. bottom: "pool4"
  1376. top: "conv5_1"
  1377. param {
  1378. lr_mult: 1
  1379. decay_mult: 1
  1380. }
  1381. param {
  1382. lr_mult: 2
  1383. decay_mult: 0
  1384. }
  1385. convolution_param {
  1386. num_output: 512
  1387. pad: 1
  1388. kernel_size: 3
  1389. engine: CAFFE
  1390. }
  1391. }
  1392. layer {
  1393. name: "relu5_1"
  1394. type: "ReLU"
  1395. bottom: "conv5_1"
  1396. top: "conv5_1"
  1397. }
  1398. layer {
  1399. name: "conv5_2"
  1400. type: "Convolution"
  1401. bottom: "conv5_1"
  1402. top: "conv5_2"
  1403. param {
  1404. lr_mult: 1
  1405. decay_mult: 1
  1406. }
  1407. param {
  1408. lr_mult: 2
  1409. decay_mult: 0
  1410. }
  1411. convolution_param {
  1412. num_output: 512
  1413. pad: 1
  1414. kernel_size: 3
  1415. engine: CAFFE
  1416. }
  1417. }
  1418. layer {
  1419. name: "relu5_2"
  1420. type: "ReLU"
  1421. bottom: "conv5_2"
  1422. top: "conv5_2"
  1423. }
  1424. layer {
  1425. name: "conv5_3"
  1426. type: "Convolution"
  1427. bottom: "conv5_2"
  1428. top: "conv5_3"
  1429. param {
  1430. lr_mult: 1
  1431. decay_mult: 1
  1432. }
  1433. param {
  1434. lr_mult: 2
  1435. decay_mult: 0
  1436. }
  1437. convolution_param {
  1438. num_output: 512
  1439. pad: 1
  1440. kernel_size: 3
  1441. engine: CAFFE
  1442. }
  1443. }
  1444. layer {
  1445. name: "relu5_3"
  1446. type: "ReLU"
  1447. bottom: "conv5_3"
  1448. top: "conv5_3"
  1449. }
  1450. layer {
  1451. name: "pool5"
  1452. type: "Pooling"
  1453. bottom: "conv5_3"
  1454. top: "pool5"
  1455. pooling_param {
  1456. pool: MAX
  1457. kernel_size: 2
  1458. stride: 2
  1459. }
  1460. }
  1461. layer {
  1462. name: "fc6"
  1463. type: "Convolution"
  1464. bottom: "pool5"
  1465. top: "fc6"
  1466. param {
  1467. lr_mult: 1
  1468. decay_mult: 1
  1469. }
  1470. param {
  1471. lr_mult: 2
  1472. decay_mult: 0
  1473. }
  1474. convolution_param {
  1475. num_output: 4096
  1476. kernel_size: 7
  1477. engine: CAFFE
  1478. }
  1479. }
  1480. layer {
  1481. name: "relu6"
  1482. type: "ReLU"
  1483. bottom: "fc6"
  1484. top: "fc6"
  1485. }
  1486. layer {
  1487. name: "relu6"
  1488. type: "ReLU"
  1489. bottom: "fc6"
  1490. top: "fc6"
  1491. }
  1492. layer {
  1493. name: "drop6"
  1494. type: "Dropout"
  1495. bottom: "fc6"
  1496. top: "fc6"
  1497. dropout_param {
  1498. dropout_ratio: 0.5
  1499. }
  1500. }
  1501. layer {
  1502. name: "fc7"
  1503. type: "Convolution"
  1504. bottom: "fc6"
  1505. top: "fc7"
  1506. param {
  1507. lr_mult: 1
  1508. decay_mult: 1
  1509. }
  1510. param {
  1511. lr_mult: 2
  1512. decay_mult: 0
  1513. }
  1514. convolution_param {
  1515. num_output: 4096
  1516. kernel_size: 1
  1517. engine: CAFFE
  1518. }
  1519. }
  1520. layer {
  1521. name: "relu7"
  1522. type: "ReLU"
  1523. bottom: "fc7"
  1524. top: "fc7"
  1525. }
  1526. layer {
  1527. name: "drop7"
  1528. type: "Dropout"
  1529. bottom: "fc7"
  1530. top: "fc7"
  1531. dropout_param {
  1532. dropout_ratio: 0.5
  1533. }
  1534. }
  1535. layer {
  1536. name: "score-fr"
  1537. type: "Convolution"
  1538. bottom: "fc7"
  1539. top: "score"
  1540. param {
  1541. lr_mult: 1
  1542. decay_mult: 1
  1543. }
  1544. param {
  1545. lr_mult: 2
  1546. decay_mult: 0
  1547. }
  1548. convolution_param {
  1549. num_output: 2
  1550. kernel_size: 1
  1551. engine: CAFFE
  1552. }
  1553. }
  1554. layer {
  1555. name: "score2"
  1556. type: "Deconvolution"
  1557. bottom: "score"
  1558. top: "score2"
  1559. param {
  1560. lr_mult: 1
  1561. decay_mult: 1
  1562. }
  1563. param {
  1564. lr_mult: 2
  1565. decay_mult: 0
  1566. }
  1567. convolution_param {
  1568. num_output: 2
  1569. kernel_size: 4
  1570. stride: 2
  1571. }
  1572. }
  1573. layer {
  1574. name: "score-pool4"
  1575. type: "Convolution"
  1576. bottom: "pool4"
  1577. top: "score-pool4"
  1578. param {
  1579. lr_mult: 1
  1580. decay_mult: 1
  1581. }
  1582. param {
  1583. lr_mult: 2
  1584. decay_mult: 0
  1585. }
  1586. convolution_param {
  1587. num_output: 2
  1588. kernel_size: 1
  1589. engine: CAFFE
  1590. }
  1591. }
  1592. layer {
  1593. name: "crop"
  1594. type: "Crop"
  1595. bottom: "score-pool4"
  1596. bottom: "score2"
  1597. top: "score-pool4c"
  1598. }
  1599. layer {
  1600. name: "fuse"
  1601. type: "Eltwise"
  1602. bottom: "score2"
  1603. bottom: "score-pool4c"
  1604. top: "score-fused"
  1605. eltwise_param {
  1606. operation: SUM
  1607. }
  1608. }
  1609. layer {
  1610. name: "score4"
  1611. type: "Deconvolution"
  1612. bottom: "score-fused"
  1613. top: "score4"
  1614. param {
  1615. lr_mult: 1
  1616. decay_mult: 1
  1617. }
  1618. convolution_param {
  1619. num_output: 2
  1620. bias_term: false
  1621. kernel_size: 4
  1622. stride: 2
  1623. }
  1624. }
  1625. layer {
  1626. name: "score-pool3"
  1627. type: "Convolution"
  1628. bottom: "pool3"
  1629. top: "score-pool3"
  1630. param {
  1631. lr_mult: 1
  1632. decay_mult: 1
  1633. }
  1634. param {
  1635. lr_mult: 2
  1636. decay_mult: 0
  1637. }
  1638. convolution_param {
  1639. num_output: 2
  1640. kernel_size: 1
  1641. engine: CAFFE
  1642. }
  1643. }
  1644. layer {
  1645. name: "crop"
  1646. type: "Crop"
  1647. bottom: "score-pool3"
  1648. bottom: "score4"
  1649. top: "score-pool3c"
  1650. }
  1651. layer {
  1652. name: "fuse"
  1653. type: "Eltwise"
  1654. bottom: "score4"
  1655. bottom: "score-pool3c"
  1656. top: "score-final"
  1657. eltwise_param {
  1658. operation: SUM
  1659. }
  1660. }
  1661. layer {
  1662. name: "upsample"
  1663. type: "Deconvolution"
  1664. bottom: "score-final"
  1665. top: "bigscore"
  1666. param {
  1667. lr_mult: 1
  1668. }
  1669. convolution_param {
  1670. num_output: 2
  1671. bias_term: false
  1672. kernel_size: 16
  1673. stride: 8
  1674. }
  1675. }
  1676. layer {
  1677. name: "crop"
  1678. type: "Crop"
  1679. bottom: "bigscore"
  1680. bottom: "data"
  1681. top: "upscore"
  1682. }
  1683. layer {
  1684. name: "loss"
  1685. type: "SoftmaxWithLoss"
  1686. bottom: "upscore"
  1687. bottom: "label"
  1688. top: "loss"
  1689. loss_param {
  1690. ignore_label: 255
  1691. }
  1692. }
  1693. I0524 13:37:34.593850 3245 layer_factory.hpp:74] Creating layer data
  1694. I0524 13:37:34.593870 3245 net.cpp:85] Creating Layer data
  1695. I0524 13:37:34.593880 3245 net.cpp:339] data -> data
  1696. I0524 13:37:34.593894 3245 net.cpp:339] data -> label
  1697. I0524 13:37:34.593904 3245 net.cpp:339] data -> (automatic)
  1698. I0524 13:37:34.593911 3245 net.cpp:114] Setting up data
  1699. I0524 13:37:34.594261 3245 image_mat_layer.cpp:55] Opening file /home/ubuntu/gfav/portraitSegment/[EG_code_data]_release/data/portraitFCN_datalist_new.txt
  1700. I0524 13:37:34.595027 3245 image_mat_layer.cpp:72] Shuffling data
  1701. I0524 13:37:34.595127 3245 image_mat_layer.cpp:77] A total of 500 images.
  1702. I0524 13:37:34.661458 3245 image_mat_layer.cpp:143] output data size: 1,3,360,640
  1703. I0524 13:37:34.661475 3245 image_mat_layer.cpp:147] output label size: 1,1,360,640
  1704. I0524 13:37:34.661479 3245 image_mat_layer.cpp:151] output data_dim size: 1,1,1,2
  1705. I0524 13:37:34.661789 3245 net.cpp:121] Top shape: 1 3 360 640 (691200)
  1706. I0524 13:37:34.661801 3245 net.cpp:121] Top shape: 1 1 360 640 (230400)
  1707. I0524 13:37:34.661806 3245 net.cpp:121] Top shape: 1 1 1 2 (2)
  1708. I0524 13:37:34.661813 3245 layer_factory.hpp:74] Creating layer data_data_0_split
  1709. I0524 13:37:34.661823 3245 net.cpp:85] Creating Layer data_data_0_split
  1710. I0524 13:37:34.661828 3245 net.cpp:381] data_data_0_split <- data
  1711. I0524 13:37:34.661835 3245 net.cpp:339] data_data_0_split -> data_data_0_split_0
  1712. I0524 13:37:34.661844 3245 net.cpp:339] data_data_0_split -> data_data_0_split_1
  1713. I0524 13:37:34.661850 3245 net.cpp:114] Setting up data_data_0_split
  1714. I0524 13:37:34.661859 3245 net.cpp:121] Top shape: 1 3 360 640 (691200)
  1715. I0524 13:37:34.661864 3245 net.cpp:121] Top shape: 1 3 360 640 (691200)
  1716. I0524 13:37:34.661867 3245 layer_factory.hpp:74] Creating layer conv1_1
  1717. I0524 13:37:34.661876 3245 net.cpp:85] Creating Layer conv1_1
  1718. I0524 13:37:34.661881 3245 net.cpp:381] conv1_1 <- data_data_0_split_0
  1719. I0524 13:37:34.661886 3245 net.cpp:339] conv1_1 -> conv1_1
  1720. I0524 13:37:34.661893 3245 net.cpp:114] Setting up conv1_1
  1721. I0524 13:37:34.662222 3245 net.cpp:121] Top shape: 1 64 558 838 (29926656)
  1722. I0524 13:37:34.662240 3245 layer_factory.hpp:74] Creating layer relu1_1
  1723. I0524 13:37:34.662246 3245 net.cpp:85] Creating Layer relu1_1
  1724. I0524 13:37:34.662251 3245 net.cpp:381] relu1_1 <- conv1_1
  1725. I0524 13:37:34.662256 3245 net.cpp:328] relu1_1 -> conv1_1 (in-place)
  1726. I0524 13:37:34.662262 3245 net.cpp:114] Setting up relu1_1
  1727. I0524 13:37:34.662269 3245 net.cpp:121] Top shape: 1 64 558 838 (29926656)
  1728. I0524 13:37:34.662273 3245 layer_factory.hpp:74] Creating layer conv1_2
  1729. I0524 13:37:34.662281 3245 net.cpp:85] Creating Layer conv1_2
  1730. I0524 13:37:34.662284 3245 net.cpp:381] conv1_2 <- conv1_1
  1731. I0524 13:37:34.662291 3245 net.cpp:339] conv1_2 -> conv1_2
  1732. I0524 13:37:34.662295 3245 net.cpp:114] Setting up conv1_2
  1733. I0524 13:37:34.663470 3245 net.cpp:121] Top shape: 1 64 558 838 (29926656)
  1734. I0524 13:37:34.663483 3245 layer_factory.hpp:74] Creating layer relu1_2
  1735. I0524 13:37:34.663488 3245 net.cpp:85] Creating Layer relu1_2
  1736. I0524 13:37:34.663493 3245 net.cpp:381] relu1_2 <- conv1_2
  1737. I0524 13:37:34.663499 3245 net.cpp:328] relu1_2 -> conv1_2 (in-place)
  1738. I0524 13:37:34.663506 3245 net.cpp:114] Setting up relu1_2
  1739. I0524 13:37:34.663511 3245 net.cpp:121] Top shape: 1 64 558 838 (29926656)
  1740. I0524 13:37:34.663514 3245 layer_factory.hpp:74] Creating layer pool1
  1741. I0524 13:37:34.663521 3245 net.cpp:85] Creating Layer pool1
  1742. I0524 13:37:34.663524 3245 net.cpp:381] pool1 <- conv1_2
  1743. I0524 13:37:34.663529 3245 net.cpp:339] pool1 -> pool1
  1744. I0524 13:37:34.663535 3245 net.cpp:114] Setting up pool1
  1745. I0524 13:37:34.663544 3245 net.cpp:121] Top shape: 1 64 279 419 (7481664)
  1746. I0524 13:37:34.663549 3245 layer_factory.hpp:74] Creating layer conv2_1
  1747. I0524 13:37:34.663554 3245 net.cpp:85] Creating Layer conv2_1
  1748. I0524 13:37:34.663558 3245 net.cpp:381] conv2_1 <- pool1
  1749. I0524 13:37:34.663563 3245 net.cpp:339] conv2_1 -> conv2_1
  1750. I0524 13:37:34.663575 3245 net.cpp:114] Setting up conv2_1
  1751. I0524 13:37:34.664024 3245 net.cpp:121] Top shape: 1 128 279 419 (14963328)
  1752. I0524 13:37:34.664041 3245 layer_factory.hpp:74] Creating layer relu2_1
  1753. I0524 13:37:34.664047 3245 net.cpp:85] Creating Layer relu2_1
  1754. I0524 13:37:34.664052 3245 net.cpp:381] relu2_1 <- conv2_1
  1755. I0524 13:37:34.664060 3245 net.cpp:328] relu2_1 -> conv2_1 (in-place)
  1756. I0524 13:37:34.664065 3245 net.cpp:114] Setting up relu2_1
  1757. I0524 13:37:34.664070 3245 net.cpp:121] Top shape: 1 128 279 419 (14963328)
  1758. I0524 13:37:34.664078 3245 layer_factory.hpp:74] Creating layer conv2_2
  1759. I0524 13:37:34.664084 3245 net.cpp:85] Creating Layer conv2_2
  1760. I0524 13:37:34.664086 3245 net.cpp:381] conv2_2 <- conv2_1
  1761. I0524 13:37:34.664093 3245 net.cpp:339] conv2_2 -> conv2_2
  1762. I0524 13:37:34.664098 3245 net.cpp:114] Setting up conv2_2
  1763. I0524 13:37:34.664789 3245 net.cpp:121] Top shape: 1 128 279 419 (14963328)
  1764. I0524 13:37:34.664803 3245 layer_factory.hpp:74] Creating layer relu2_2
  1765. I0524 13:37:34.664808 3245 net.cpp:85] Creating Layer relu2_2
  1766. I0524 13:37:34.664813 3245 net.cpp:381] relu2_2 <- conv2_2
  1767. I0524 13:37:34.664819 3245 net.cpp:328] relu2_2 -> conv2_2 (in-place)
  1768. I0524 13:37:34.664822 3245 net.cpp:114] Setting up relu2_2
  1769. I0524 13:37:34.664832 3245 net.cpp:121] Top shape: 1 128 279 419 (14963328)
  1770. I0524 13:37:34.664835 3245 layer_factory.hpp:74] Creating layer pool2
  1771. I0524 13:37:34.664840 3245 net.cpp:85] Creating Layer pool2
  1772. I0524 13:37:34.664844 3245 net.cpp:381] pool2 <- conv2_2
  1773. I0524 13:37:34.664852 3245 net.cpp:339] pool2 -> pool2
  1774. I0524 13:37:34.664861 3245 net.cpp:114] Setting up pool2
  1775. I0524 13:37:34.664868 3245 net.cpp:121] Top shape: 1 128 140 210 (3763200)
  1776. I0524 13:37:34.664872 3245 layer_factory.hpp:74] Creating layer conv3_1
  1777. I0524 13:37:34.664878 3245 net.cpp:85] Creating Layer conv3_1
  1778. I0524 13:37:34.664886 3245 net.cpp:381] conv3_1 <- pool2
  1779. I0524 13:37:34.664893 3245 net.cpp:339] conv3_1 -> conv3_1
  1780. I0524 13:37:34.664899 3245 net.cpp:114] Setting up conv3_1
  1781. I0524 13:37:34.665724 3245 net.cpp:121] Top shape: 1 256 140 210 (7526400)
  1782. I0524 13:37:34.665740 3245 layer_factory.hpp:74] Creating layer relu3_1
  1783. I0524 13:37:34.665750 3245 net.cpp:85] Creating Layer relu3_1
  1784. I0524 13:37:34.665753 3245 net.cpp:381] relu3_1 <- conv3_1
  1785. I0524 13:37:34.665763 3245 net.cpp:328] relu3_1 -> conv3_1 (in-place)
  1786. I0524 13:37:34.665767 3245 net.cpp:114] Setting up relu3_1
  1787. I0524 13:37:34.665779 3245 net.cpp:121] Top shape: 1 256 140 210 (7526400)
  1788. I0524 13:37:34.665784 3245 layer_factory.hpp:74] Creating layer conv3_2
  1789. I0524 13:37:34.665791 3245 net.cpp:85] Creating Layer conv3_2
  1790. I0524 13:37:34.665798 3245 net.cpp:381] conv3_2 <- conv3_1
  1791. I0524 13:37:34.665803 3245 net.cpp:339] conv3_2 -> conv3_2
  1792. I0524 13:37:34.665810 3245 net.cpp:114] Setting up conv3_2
  1793. I0524 13:37:34.667297 3245 net.cpp:121] Top shape: 1 256 140 210 (7526400)
  1794. I0524 13:37:34.667312 3245 layer_factory.hpp:74] Creating layer relu3_2
  1795. I0524 13:37:34.667325 3245 net.cpp:85] Creating Layer relu3_2
  1796. I0524 13:37:34.667332 3245 net.cpp:381] relu3_2 <- conv3_2
  1797. I0524 13:37:34.667340 3245 net.cpp:328] relu3_2 -> conv3_2 (in-place)
  1798. I0524 13:37:34.667351 3245 net.cpp:114] Setting up relu3_2
  1799. I0524 13:37:34.667356 3245 net.cpp:121] Top shape: 1 256 140 210 (7526400)
  1800. I0524 13:37:34.667363 3245 layer_factory.hpp:74] Creating layer conv3_3
  1801. I0524 13:37:34.667371 3245 net.cpp:85] Creating Layer conv3_3
  1802. I0524 13:37:34.667379 3245 net.cpp:381] conv3_3 <- conv3_2
  1803. I0524 13:37:34.667384 3245 net.cpp:339] conv3_3 -> conv3_3
  1804. I0524 13:37:34.667393 3245 net.cpp:114] Setting up conv3_3
  1805. I0524 13:37:34.668491 3245 net.cpp:121] Top shape: 1 256 140 210 (7526400)
  1806. I0524 13:37:34.668505 3245 layer_factory.hpp:74] Creating layer relu3_3
  1807. I0524 13:37:34.668511 3245 net.cpp:85] Creating Layer relu3_3
  1808. I0524 13:37:34.668519 3245 net.cpp:381] relu3_3 <- conv3_3
  1809. I0524 13:37:34.668525 3245 net.cpp:328] relu3_3 -> conv3_3 (in-place)
  1810. I0524 13:37:34.668534 3245 net.cpp:114] Setting up relu3_3
  1811. I0524 13:37:34.668539 3245 net.cpp:121] Top shape: 1 256 140 210 (7526400)
  1812. I0524 13:37:34.668545 3245 layer_factory.hpp:74] Creating layer pool3
  1813. I0524 13:37:34.668550 3245 net.cpp:85] Creating Layer pool3
  1814. I0524 13:37:34.668557 3245 net.cpp:381] pool3 <- conv3_3
  1815. I0524 13:37:34.668562 3245 net.cpp:339] pool3 -> pool3
  1816. I0524 13:37:34.668567 3245 net.cpp:114] Setting up pool3
  1817. I0524 13:37:34.668577 3245 net.cpp:121] Top shape: 1 256 70 105 (1881600)
  1818. I0524 13:37:34.668586 3245 layer_factory.hpp:74] Creating layer pool3_pool3_0_split
  1819. I0524 13:37:34.668594 3245 net.cpp:85] Creating Layer pool3_pool3_0_split
  1820. I0524 13:37:34.668598 3245 net.cpp:381] pool3_pool3_0_split <- pool3
  1821. I0524 13:37:34.668609 3245 net.cpp:339] pool3_pool3_0_split -> pool3_pool3_0_split_0
  1822. I0524 13:37:34.668615 3245 net.cpp:339] pool3_pool3_0_split -> pool3_pool3_0_split_1
  1823. I0524 13:37:34.668628 3245 net.cpp:114] Setting up pool3_pool3_0_split
  1824. I0524 13:37:34.668635 3245 net.cpp:121] Top shape: 1 256 70 105 (1881600)
  1825. I0524 13:37:34.668643 3245 net.cpp:121] Top shape: 1 256 70 105 (1881600)
  1826. I0524 13:37:34.668647 3245 layer_factory.hpp:74] Creating layer conv4_1
  1827. I0524 13:37:34.668656 3245 net.cpp:85] Creating Layer conv4_1
  1828. I0524 13:37:34.668659 3245 net.cpp:381] conv4_1 <- pool3_pool3_0_split_0
  1829. I0524 13:37:34.668670 3245 net.cpp:339] conv4_1 -> conv4_1
  1830. I0524 13:37:34.668676 3245 net.cpp:114] Setting up conv4_1
  1831. I0524 13:37:34.671875 3245 net.cpp:121] Top shape: 1 512 70 105 (3763200)
  1832. I0524 13:37:34.671890 3245 layer_factory.hpp:74] Creating layer relu4_1
  1833. I0524 13:37:34.671903 3245 net.cpp:85] Creating Layer relu4_1
  1834. I0524 13:37:34.671908 3245 net.cpp:381] relu4_1 <- conv4_1
  1835. I0524 13:37:34.671921 3245 net.cpp:328] relu4_1 -> conv4_1 (in-place)
  1836. I0524 13:37:34.671926 3245 net.cpp:114] Setting up relu4_1
  1837. I0524 13:37:34.671931 3245 net.cpp:121] Top shape: 1 512 70 105 (3763200)
  1838. I0524 13:37:34.671939 3245 layer_factory.hpp:74] Creating layer conv4_2
  1839. I0524 13:37:34.671948 3245 net.cpp:85] Creating Layer conv4_2
  1840. I0524 13:37:34.671957 3245 net.cpp:381] conv4_2 <- conv4_1
  1841. I0524 13:37:34.671962 3245 net.cpp:339] conv4_2 -> conv4_2
  1842. I0524 13:37:34.671967 3245 net.cpp:114] Setting up conv4_2
  1843. I0524 13:37:34.676800 3245 net.cpp:121] Top shape: 1 512 70 105 (3763200)
  1844. I0524 13:37:34.676821 3245 layer_factory.hpp:74] Creating layer relu4_2
  1845. I0524 13:37:34.676831 3245 net.cpp:85] Creating Layer relu4_2
  1846. I0524 13:37:34.676834 3245 net.cpp:381] relu4_2 <- conv4_2
  1847. I0524 13:37:34.676843 3245 net.cpp:328] relu4_2 -> conv4_2 (in-place)
  1848. I0524 13:37:34.676848 3245 net.cpp:114] Setting up relu4_2
  1849. I0524 13:37:34.676856 3245 net.cpp:121] Top shape: 1 512 70 105 (3763200)
  1850. I0524 13:37:34.676861 3245 layer_factory.hpp:74] Creating layer conv4_3
  1851. I0524 13:37:34.676873 3245 net.cpp:85] Creating Layer conv4_3
  1852. I0524 13:37:34.676880 3245 net.cpp:381] conv4_3 <- conv4_2
  1853. I0524 13:37:34.676885 3245 net.cpp:339] conv4_3 -> conv4_3
  1854. I0524 13:37:34.676895 3245 net.cpp:114] Setting up conv4_3
  1855. I0524 13:37:34.680873 3245 net.cpp:121] Top shape: 1 512 70 105 (3763200)
  1856. I0524 13:37:34.680887 3245 layer_factory.hpp:74] Creating layer relu4_3
  1857. I0524 13:37:34.680893 3245 net.cpp:85] Creating Layer relu4_3
  1858. I0524 13:37:34.680897 3245 net.cpp:381] relu4_3 <- conv4_3
  1859. I0524 13:37:34.680903 3245 net.cpp:328] relu4_3 -> conv4_3 (in-place)
  1860. I0524 13:37:34.680912 3245 net.cpp:114] Setting up relu4_3
  1861. I0524 13:37:34.680917 3245 net.cpp:121] Top shape: 1 512 70 105 (3763200)
  1862. I0524 13:37:34.680922 3245 layer_factory.hpp:74] Creating layer pool4
  1863. I0524 13:37:34.680927 3245 net.cpp:85] Creating Layer pool4
  1864. I0524 13:37:34.680935 3245 net.cpp:381] pool4 <- conv4_3
  1865. I0524 13:37:34.680939 3245 net.cpp:339] pool4 -> pool4
  1866. I0524 13:37:34.680944 3245 net.cpp:114] Setting up pool4
  1867. I0524 13:37:34.680958 3245 net.cpp:121] Top shape: 1 512 35 53 (949760)
  1868. I0524 13:37:34.680966 3245 layer_factory.hpp:74] Creating layer pool4_pool4_0_split
  1869. I0524 13:37:34.680971 3245 net.cpp:85] Creating Layer pool4_pool4_0_split
  1870. I0524 13:37:34.680976 3245 net.cpp:381] pool4_pool4_0_split <- pool4
  1871. I0524 13:37:34.680981 3245 net.cpp:339] pool4_pool4_0_split -> pool4_pool4_0_split_0
  1872. I0524 13:37:34.680987 3245 net.cpp:339] pool4_pool4_0_split -> pool4_pool4_0_split_1
  1873. I0524 13:37:34.680994 3245 net.cpp:114] Setting up pool4_pool4_0_split
  1874. I0524 13:37:34.680999 3245 net.cpp:121] Top shape: 1 512 35 53 (949760)
  1875. I0524 13:37:34.681010 3245 net.cpp:121] Top shape: 1 512 35 53 (949760)
  1876. I0524 13:37:34.681012 3245 layer_factory.hpp:74] Creating layer conv5_1
  1877. I0524 13:37:34.681021 3245 net.cpp:85] Creating Layer conv5_1
  1878. I0524 13:37:34.681030 3245 net.cpp:381] conv5_1 <- pool4_pool4_0_split_0
  1879. I0524 13:37:34.681036 3245 net.cpp:339] conv5_1 -> conv5_1
  1880. I0524 13:37:34.681043 3245 net.cpp:114] Setting up conv5_1
  1881. I0524 13:37:34.687321 3245 net.cpp:121] Top shape: 1 512 35 53 (949760)
  1882. I0524 13:37:34.687336 3245 layer_factory.hpp:74] Creating layer relu5_1
  1883. I0524 13:37:34.687345 3245 net.cpp:85] Creating Layer relu5_1
  1884. I0524 13:37:34.687348 3245 net.cpp:381] relu5_1 <- conv5_1
  1885. I0524 13:37:34.687356 3245 net.cpp:328] relu5_1 -> conv5_1 (in-place)
  1886. I0524 13:37:34.687366 3245 net.cpp:114] Setting up relu5_1
  1887. I0524 13:37:34.687371 3245 net.cpp:121] Top shape: 1 512 35 53 (949760)
  1888. I0524 13:37:34.687377 3245 layer_factory.hpp:74] Creating layer conv5_2
  1889. I0524 13:37:34.687384 3245 net.cpp:85] Creating Layer conv5_2
  1890. I0524 13:37:34.687391 3245 net.cpp:381] conv5_2 <- conv5_1
  1891. I0524 13:37:34.687397 3245 net.cpp:339] conv5_2 -> conv5_2
  1892. I0524 13:37:34.687405 3245 net.cpp:114] Setting up conv5_2
  1893. I0524 13:37:34.691226 3245 net.cpp:121] Top shape: 1 512 35 53 (949760)
  1894. I0524 13:37:34.691239 3245 layer_factory.hpp:74] Creating layer relu5_2
  1895. I0524 13:37:34.691247 3245 net.cpp:85] Creating Layer relu5_2
  1896. I0524 13:37:34.691251 3245 net.cpp:381] relu5_2 <- conv5_2
  1897. I0524 13:37:34.691256 3245 net.cpp:328] relu5_2 -> conv5_2 (in-place)
  1898. I0524 13:37:34.691262 3245 net.cpp:114] Setting up relu5_2
  1899. I0524 13:37:34.691270 3245 net.cpp:121] Top shape: 1 512 35 53 (949760)
  1900. I0524 13:37:34.691279 3245 layer_factory.hpp:74] Creating layer conv5_3
  1901. I0524 13:37:34.691294 3245 net.cpp:85] Creating Layer conv5_3
  1902. I0524 13:37:34.691301 3245 net.cpp:381] conv5_3 <- conv5_2
  1903. I0524 13:37:34.691308 3245 net.cpp:339] conv5_3 -> conv5_3
  1904. I0524 13:37:34.691313 3245 net.cpp:114] Setting up conv5_3
  1905. I0524 13:37:34.695559 3245 net.cpp:121] Top shape: 1 512 35 53 (949760)
  1906. I0524 13:37:34.695572 3245 layer_factory.hpp:74] Creating layer relu5_3
  1907. I0524 13:37:34.695585 3245 net.cpp:85] Creating Layer relu5_3
  1908. I0524 13:37:34.695592 3245 net.cpp:381] relu5_3 <- conv5_3
  1909. I0524 13:37:34.695596 3245 net.cpp:328] relu5_3 -> conv5_3 (in-place)
  1910. I0524 13:37:34.695605 3245 net.cpp:114] Setting up relu5_3
  1911. I0524 13:37:34.695611 3245 net.cpp:121] Top shape: 1 512 35 53 (949760)
  1912. I0524 13:37:34.695613 3245 layer_factory.hpp:74] Creating layer pool5
  1913. I0524 13:37:34.695622 3245 net.cpp:85] Creating Layer pool5
  1914. I0524 13:37:34.695626 3245 net.cpp:381] pool5 <- conv5_3
  1915. I0524 13:37:34.695631 3245 net.cpp:339] pool5 -> pool5
  1916. I0524 13:37:34.695641 3245 net.cpp:114] Setting up pool5
  1917. I0524 13:37:34.695648 3245 net.cpp:121] Top shape: 1 512 18 27 (248832)
  1918. I0524 13:37:34.695653 3245 layer_factory.hpp:74] Creating layer fc6
  1919. I0524 13:37:34.695662 3245 net.cpp:85] Creating Layer fc6
  1920. I0524 13:37:34.695669 3245 net.cpp:381] fc6 <- pool5
  1921. I0524 13:37:34.695674 3245 net.cpp:339] fc6 -> fc6
  1922. I0524 13:37:34.695682 3245 net.cpp:114] Setting up fc6
  1923. Segmentation fault (core dumped)
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