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  1. [root@cobalt create_samples]# mkdir output_haar
  2. [root@cobalt create_samples]# opencv_traincascade -vec positive_images.vec -data output_haar/ -numPos 500 -numNeg 1000 -bg negatives.txt -numStages 20 -featureType HAAR –w 30 –h 35
  3. PARAMETERS:
  4. cascadeDirName: output_haar/
  5. vecFileName: positive_images.vec
  6. bgFileName: negatives.txt
  7. numPos: 500
  8. numNeg: 1000
  9. numStages: 20
  10. precalcValBufSize[Mb] : 1024
  11. precalcIdxBufSize[Mb] : 1024
  12. acceptanceRatioBreakValue : -1
  13. stageType: BOOST
  14. featureType: HAAR
  15. sampleWidth: 24
  16. sampleHeight: 24
  17. boostType: GAB
  18. minHitRate: 0.995
  19. maxFalseAlarmRate: 0.5
  20. weightTrimRate: 0.95
  21. maxDepth: 1
  22. maxWeakCount: 100
  23. mode: BASIC
  24.  
  25. ===== TRAINING 0-stage =====
  26. <BEGIN
  27. POS count : consumed 500 : 500
  28. NEG count : acceptanceRatio 1000 : 1
  29. Precalculation time: 3
  30. +----+---------+---------+
  31. | N | HR | FA |
  32. +----+---------+---------+
  33. | 1| 1| 1|
  34. +----+---------+---------+
  35. | 2| 1| 1|
  36. +----+---------+---------+
  37. | 3| 0.998| 0.382|
  38. +----+---------+---------+
  39. END>
  40. Training until now has taken 0 days 0 hours 0 minutes 25 seconds.
  41.  
  42. ===== TRAINING 1-stage =====
  43. <BEGIN
  44. POS count : consumed 500 : 501
  45. NEG count : acceptanceRatio 1000 : 0.367107
  46. Precalculation time: 2
  47. +----+---------+---------+
  48. | N | HR | FA |
  49. +----+---------+---------+
  50. | 1| 1| 1|
  51. +----+---------+---------+
  52. | 2| 1| 1|
  53. +----+---------+---------+
  54. | 3| 1| 0.787|
  55. +----+---------+---------+
  56. | 4| 0.996| 0.719|
  57. +----+---------+---------+
  58. | 5| 0.996| 0.381|
  59. +----+---------+---------+
  60. END>
  61. Training until now has taken 0 days 0 hours 0 minutes 56 seconds.
  62.  
  63. ===== TRAINING 2-stage =====
  64. <BEGIN
  65. POS count : consumed 500 : 503
  66. NEG count : acceptanceRatio 1000 : 0.123655
  67. Precalculation time: 3
  68. +----+---------+---------+
  69. | N | HR | FA |
  70. +----+---------+---------+
  71. | 1| 1| 1|
  72. +----+---------+---------+
  73. | 2| 1| 1|
  74. +----+---------+---------+
  75. | 3| 0.996| 0.606|
  76. +----+---------+---------+
  77. | 4| 0.996| 0.415|
  78. +----+---------+---------+
  79. END>
  80. Training until now has taken 0 days 0 hours 1 minutes 24 seconds.
  81.  
  82. ===== TRAINING 3-stage =====
  83. <BEGIN
  84. POS count : consumed 500 : 505
  85. NEG count : acceptanceRatio 1000 : 0.0913993
  86. Precalculation time: 3
  87. +----+---------+---------+
  88. | N | HR | FA |
  89. +----+---------+---------+
  90. | 1| 1| 1|
  91. +----+---------+---------+
  92. | 2| 1| 1|
  93. +----+---------+---------+
  94. | 3| 0.998| 0.789|
  95. +----+---------+---------+
  96. | 4| 0.996| 0.533|
  97. +----+---------+---------+
  98. | 5| 0.998| 0.564|
  99. +----+---------+---------+
  100. | 6| 0.998| 0.416|
  101. +----+---------+---------+
  102. END>
  103. Training until now has taken 0 days 0 hours 1 minutes 58 seconds.
  104.  
  105. ===== TRAINING 4-stage =====
  106. <BEGIN
  107. POS count : consumed 500 : 506
  108. NEG count : acceptanceRatio 1000 : 0.0402398
  109. Precalculation time: 3
  110. +----+---------+---------+
  111. | N | HR | FA |
  112. +----+---------+---------+
  113. | 1| 1| 1|
  114. +----+---------+---------+
  115. | 2| 1| 1|
  116. +----+---------+---------+
  117. | 3| 0.998| 0.827|
  118. +----+---------+---------+
  119. | 4| 0.996| 0.588|
  120. +----+---------+---------+
  121. | 5| 0.996| 0.516|
  122. +----+---------+---------+
  123. | 6| 0.996| 0.407|
  124. +----+---------+---------+
  125. END>
  126. Training until now has taken 0 days 0 hours 2 minutes 33 seconds.
  127.  
  128. ===== TRAINING 5-stage =====
  129. <BEGIN
  130. POS count : consumed 500 : 508
  131. NEG count : acceptanceRatio 1000 : 0.0245062
  132. Precalculation time: 3
  133. +----+---------+---------+
  134. | N | HR | FA |
  135. +----+---------+---------+
  136. | 1| 1| 1|
  137. +----+---------+---------+
  138. | 2| 1| 1|
  139. +----+---------+---------+
  140. | 3| 0.996| 0.673|
  141. +----+---------+---------+
  142. | 4| 0.996| 0.673|
  143. +----+---------+---------+
  144. | 5| 0.998| 0.556|
  145. +----+---------+---------+
  146. | 6| 0.996| 0.406|
  147. +----+---------+---------+
  148. END>
  149. Training until now has taken 0 days 0 hours 3 minutes 7 seconds.
  150.  
  151. ===== TRAINING 6-stage =====
  152. <BEGIN
  153. POS count : consumed 500 : 510
  154. NEG count : acceptanceRatio 1000 : 0.0117095
  155. Precalculation time: 3
  156. +----+---------+---------+
  157. | N | HR | FA |
  158. +----+---------+---------+
  159. | 1| 1| 1|
  160. +----+---------+---------+
  161. | 2| 1| 1|
  162. +----+---------+---------+
  163. | 3| 1| 1|
  164. +----+---------+---------+
  165. | 4| 0.996| 0.753|
  166. +----+---------+---------+
  167. | 5| 1| 0.577|
  168. +----+---------+---------+
  169. | 6| 0.996| 0.422|
  170. +----+---------+---------+
  171. END>
  172. Training until now has taken 0 days 0 hours 3 minutes 42 seconds.
  173.  
  174. ===== TRAINING 7-stage =====
  175. <BEGIN
  176. POS count : consumed 500 : 512
  177. NEG count : acceptanceRatio 1000 : 0.00452981
  178. Precalculation time: 2
  179. +----+---------+---------+
  180. | N | HR | FA |
  181. +----+---------+---------+
  182. | 1| 1| 1|
  183. +----+---------+---------+
  184. | 2| 1| 1|
  185. +----+---------+---------+
  186. | 3| 1| 1|
  187. +----+---------+---------+
  188. | 4| 1| 1|
  189. +----+---------+---------+
  190. | 5| 1| 0.807|
  191. +----+---------+---------+
  192. | 6| 0.998| 0.598|
  193. +----+---------+---------+
  194. | 7| 0.996| 0.51|
  195. +----+---------+---------+
  196. | 8| 0.996| 0.404|
  197. +----+---------+---------+
  198. END>
  199. Training until now has taken 0 days 0 hours 4 minutes 21 seconds.
  200.  
  201. ===== TRAINING 8-stage =====
  202. <BEGIN
  203. POS count : consumed 500 : 516
  204. NEG count : acceptanceRatio 1000 : 0.00233592
  205. Precalculation time: 3
  206. +----+---------+---------+
  207. | N | HR | FA |
  208. +----+---------+---------+
  209. | 1| 1| 1|
  210. +----+---------+---------+
  211. | 2| 1| 1|
  212. +----+---------+---------+
  213. | 3| 1| 1|
  214. +----+---------+---------+
  215. | 4| 1| 0.842|
  216. +----+---------+---------+
  217. | 5| 0.996| 0.746|
  218. +----+---------+---------+
  219. | 6| 0.996| 0.62|
  220. +----+---------+---------+
  221. | 7| 0.996| 0.591|
  222. +----+---------+---------+
  223. | 8| 0.996| 0.48|
  224. +----+---------+---------+
  225. END>
  226. Training until now has taken 0 days 0 hours 5 minutes 3 seconds.
  227.  
  228. ===== TRAINING 9-stage =====
  229. <BEGIN
  230. POS count : consumed 500 : 518
  231. NEG count : acceptanceRatio 1000 : 0.00385694
  232. Precalculation time: 2
  233. +----+---------+---------+
  234. | N | HR | FA |
  235. +----+---------+---------+
  236. | 1| 1| 1|
  237. +----+---------+---------+
  238. | 2| 1| 1|
  239. +----+---------+---------+
  240. | 3| 1| 1|
  241. +----+---------+---------+
  242. | 4| 0.998| 0.738|
  243. +----+---------+---------+
  244. | 5| 0.998| 0.589|
  245. +----+---------+---------+
  246. | 6| 0.998| 0.744|
  247. +----+---------+---------+
  248. | 7| 0.998| 0.624|
  249. +----+---------+---------+
  250. | 8| 0.996| 0.434|
  251. +----+---------+---------+
  252. END>
  253. Training until now has taken 0 days 0 hours 5 minutes 42 seconds.
  254.  
  255. ===== TRAINING 10-stage =====
  256. <BEGIN
  257. POS count : consumed 500 : 520
  258. NEG count : acceptanceRatio 1000 : 0.000976515
  259. Precalculation time: 3
  260. +----+---------+---------+
  261. | N | HR | FA |
  262. +----+---------+---------+
  263. | 1| 1| 1|
  264. +----+---------+---------+
  265. | 2| 1| 1|
  266. +----+---------+---------+
  267. | 3| 1| 0.888|
  268. +----+---------+---------+
  269. | 4| 0.998| 0.751|
  270. +----+---------+---------+
  271. | 5| 0.998| 0.746|
  272. +----+---------+---------+
  273. | 6| 0.998| 0.62|
  274. +----+---------+---------+
  275. | 7| 0.996| 0.517|
  276. +----+---------+---------+
  277. | 8| 0.996| 0.515|
  278. +----+---------+---------+
  279. | 9| 0.996| 0.452|
  280. +----+---------+---------+
  281. END>
  282. Training until now has taken 0 days 0 hours 6 minutes 30 seconds.
  283.  
  284. ===== TRAINING 11-stage =====
  285. <BEGIN
  286. POS count : consumed 500 : 522
  287. NEG count : acceptanceRatio 1000 : 0.000386314
  288. Precalculation time: 3
  289. +----+---------+---------+
  290. | N | HR | FA |
  291. +----+---------+---------+
  292. | 1| 1| 1|
  293. +----+---------+---------+
  294. | 2| 1| 1|
  295. +----+---------+---------+
  296. | 3| 0.996| 0.841|
  297. +----+---------+---------+
  298. | 4| 0.998| 0.871|
  299. +----+---------+---------+
  300. | 5| 0.998| 0.75|
  301. +----+---------+---------+
  302. | 6| 0.996| 0.745|
  303. +----+---------+---------+
  304. | 7| 0.996| 0.677|
  305. +----+---------+---------+
  306. | 8| 0.996| 0.652|
  307. +----+---------+---------+
  308. | 9| 0.996| 0.539|
  309. +----+---------+---------+
  310. | 10| 0.996| 0.513|
  311. +----+---------+---------+
  312. | 11| 0.996| 0.509|
  313. +----+---------+---------+
  314. | 12| 0.996| 0.399|
  315. +----+---------+---------+
  316. END>
  317. Training until now has taken 0 days 0 hours 7 minutes 30 seconds.
  318.  
  319. ===== TRAINING 12-stage =====
  320. <BEGIN
  321. POS count : consumed 500 : 524
  322. NEG count : acceptanceRatio 1000 : 0.00018661
  323. Precalculation time: 2
  324. +----+---------+---------+
  325. | N | HR | FA |
  326. +----+---------+---------+
  327. | 1| 1| 1|
  328. +----+---------+---------+
  329. | 2| 1| 1|
  330. +----+---------+---------+
  331. | 3| 0.996| 0.871|
  332. +----+---------+---------+
  333. | 4| 1| 0.857|
  334. +----+---------+---------+
  335. | 5| 0.998| 0.745|
  336. +----+---------+---------+
  337. | 6| 0.996| 0.684|
  338. +----+---------+---------+
  339. | 7| 0.996| 0.563|
  340. +----+---------+---------+
  341. | 8| 0.996| 0.603|
  342. +----+---------+---------+
  343. | 9| 0.996| 0.581|
  344. +----+---------+---------+
  345. | 10| 0.996| 0.56|
  346. +----+---------+---------+
  347. | 11| 0.996| 0.519|
  348. +----+---------+---------+
  349. | 12| 0.996| 0.543|
  350. +----+---------+---------+
  351. | 13| 0.996| 0.382|
  352. +----+---------+---------+
  353. END>
  354. Training until now has taken 0 days 0 hours 8 minutes 43 seconds.
  355.  
  356. ===== TRAINING 13-stage =====
  357. <BEGIN
  358. POS count : consumed 500 : 526
  359. NEG count : acceptanceRatio 1000 : 7.90501e-05
  360. Precalculation time: 2
  361. +----+---------+---------+
  362. | N | HR | FA |
  363. +----+---------+---------+
  364. | 1| 1| 1|
  365. +----+---------+---------+
  366. | 2| 0.998| 0.836|
  367. +----+---------+---------+
  368. | 3| 0.996| 0.797|
  369. +----+---------+---------+
  370. | 4| 0.998| 0.822|
  371. +----+---------+---------+
  372. | 5| 1| 0.798|
  373. +----+---------+---------+
  374. | 6| 0.996| 0.646|
  375. +----+---------+---------+
  376. | 7| 0.996| 0.603|
  377. +----+---------+---------+
  378. | 8| 0.996| 0.525|
  379. +----+---------+---------+
  380. | 9| 0.996| 0.542|
  381. +----+---------+---------+
  382. | 10| 0.996| 0.495|
  383. +----+---------+---------+
  384. END>
  385. Training until now has taken 0 days 0 hours 10 minutes 7 seconds.
  386.  
  387. ===== TRAINING 14-stage =====
  388. <BEGIN
  389. POS count : consumed 500 : 529
  390. NEG count : acceptanceRatio 1000 : 4.94445e-05
  391. Precalculation time: 2
  392. +----+---------+---------+
  393. | N | HR | FA |
  394. +----+---------+---------+
  395. | 1| 1| 1|
  396. +----+---------+---------+
  397. | 2| 1| 1|
  398. +----+---------+---------+
  399. | 3| 1| 1|
  400. +----+---------+---------+
  401. | 4| 1| 0.915|
  402. +----+---------+---------+
  403. | 5| 0.996| 0.833|
  404. +----+---------+---------+
  405. | 6| 0.998| 0.875|
  406. +----+---------+---------+
  407. | 7| 1| 0.773|
  408. +----+---------+---------+
  409. | 8| 1| 0.691|
  410. +----+---------+---------+
  411. | 9| 0.996| 0.64|
  412. +----+---------+---------+
  413. | 10| 0.996| 0.674|
  414. +----+---------+---------+
  415. | 11| 0.996| 0.582|
  416. +----+---------+---------+
  417. | 12| 0.996| 0.482|
  418. +----+---------+---------+
  419. END>
  420. Training until now has taken 0 days 0 hours 11 minutes 58 seconds.
  421.  
  422. ===== TRAINING 15-stage =====
  423. <BEGIN
  424. POS count : consumed 500 : 533
  425. NEG count : acceptanceRatio 1000 : 2.69552e-05
  426. Precalculation time: 3
  427. +----+---------+---------+
  428. | N | HR | FA |
  429. +----+---------+---------+
  430. | 1| 1| 1|
  431. +----+---------+---------+
  432. | 2| 1| 1|
  433. +----+---------+---------+
  434. | 3| 1| 1|
  435. +----+---------+---------+
  436. | 4| 1| 1|
  437. +----+---------+---------+
  438. | 5| 0.998| 0.916|
  439. +----+---------+---------+
  440. | 6| 0.998| 0.796|
  441. +----+---------+---------+
  442. | 7| 0.996| 0.74|
  443. +----+---------+---------+
  444. | 8| 0.996| 0.697|
  445. +----+---------+---------+
  446. | 9| 0.996| 0.646|
  447. +----+---------+---------+
  448. | 10| 0.996| 0.55|
  449. +----+---------+---------+
  450. | 11| 0.996| 0.569|
  451. +----+---------+---------+
  452. | 12| 0.996| 0.486|
  453. +----+---------+---------+
  454. END>
  455. Training until now has taken 0 days 0 hours 14 minutes 44 seconds.
  456.  
  457. ===== TRAINING 16-stage =====
  458. <BEGIN
  459. POS count : consumed 500 : 540
  460. NEG count : acceptanceRatio 1000 : 1.6887e-05
  461. Precalculation time: 2
  462. +----+---------+---------+
  463. | N | HR | FA |
  464. +----+---------+---------+
  465. | 1| 1| 1|
  466. +----+---------+---------+
  467. | 2| 1| 1|
  468. +----+---------+---------+
  469. | 3| 0.998| 0.877|
  470. +----+---------+---------+
  471. | 4| 0.998| 0.841|
  472. +----+---------+---------+
  473. | 5| 0.998| 0.862|
  474. +----+---------+---------+
  475. | 6| 0.996| 0.797|
  476. +----+---------+---------+
  477. | 7| 1| 0.716|
  478. +----+---------+---------+
  479. | 8| 0.998| 0.823|
  480. +----+---------+---------+
  481. | 9| 0.998| 0.673|
  482. +----+---------+---------+
  483. | 10| 0.996| 0.708|
  484. +----+---------+---------+
  485. | 11| 0.996| 0.607|
  486. +----+---------+---------+
  487. | 12| 0.996| 0.527|
  488. +----+---------+---------+
  489. | 13| 0.996| 0.452|
  490. +----+---------+---------+
  491. END>
  492. Training until now has taken 0 days 0 hours 18 minutes 52 seconds.
  493.  
  494. ===== TRAINING 17-stage =====
  495. <BEGIN
  496. POS count : consumed 500 : 542
  497. NEG count : acceptanceRatio 1000 : 1.05033e-05
  498. Precalculation time: 3
  499. +----+---------+---------+
  500. | N | HR | FA |
  501. +----+---------+---------+
  502. | 1| 1| 1|
  503. +----+---------+---------+
  504. | 2| 1| 1|
  505. +----+---------+---------+
  506. | 3| 0.998| 0.956|
  507. +----+---------+---------+
  508. | 4| 0.998| 0.914|
  509. +----+---------+---------+
  510. | 5| 1| 0.922|
  511. +----+---------+---------+
  512. | 6| 0.996| 0.845|
  513. +----+---------+---------+
  514. | 7| 0.996| 0.747|
  515. +----+---------+---------+
  516. | 8| 0.996| 0.651|
  517. +----+---------+---------+
  518. | 9| 0.998| 0.695|
  519. +----+---------+---------+
  520. | 10| 0.996| 0.613|
  521. +----+---------+---------+
  522. | 11| 0.996| 0.555|
  523. +----+---------+---------+
  524. | 12| 0.996| 0.431|
  525. +----+---------+---------+
  526. END>
  527. Training until now has taken 0 days 0 hours 24 minutes 34 seconds.
  528.  
  529. ===== TRAINING 18-stage =====
  530. <BEGIN
  531. POS count : consumed 500 : 545
  532. NEG count : acceptanceRatio 1000 : 4.76997e-06
  533. Precalculation time: 3
  534. +----+---------+---------+
  535. | N | HR | FA |
  536. +----+---------+---------+
  537. | 1| 1| 1|
  538. +----+---------+---------+
  539. | 2| 1| 1|
  540. +----+---------+---------+
  541. | 3| 1| 1|
  542. +----+---------+---------+
  543. | 4| 0.998| 0.933|
  544. +----+---------+---------+
  545. | 5| 0.996| 0.812|
  546. +----+---------+---------+
  547. | 6| 0.996| 0.82|
  548. +----+---------+---------+
  549. | 7| 0.996| 0.781|
  550. +----+---------+---------+
  551. | 8| 0.996| 0.714|
  552. +----+---------+---------+
  553. | 9| 0.996| 0.63|
  554. +----+---------+---------+
  555. | 10| 0.996| 0.517|
  556. +----+---------+---------+
  557. | 11| 0.996| 0.556|
  558. +----+---------+---------+
  559. | 12| 0.996| 0.516|
  560. +----+---------+---------+
  561. | 13| 0.996| 0.44|
  562. +----+---------+---------+
  563. END>
  564. Training until now has taken 0 days 0 hours 35 minutes 58 seconds.
  565.  
  566. ===== TRAINING 19-stage =====
  567. <BEGIN
  568. POS count : consumed 500 : 547
  569. NEG count : acceptanceRatio 1000 : 3.14113e-06
  570. Precalculation time: 3
  571. +----+---------+---------+
  572. | N | HR | FA |
  573. +----+---------+---------+
  574. | 1| 1| 1|
  575. +----+---------+---------+
  576. | 2| 1| 1|
  577. +----+---------+---------+
  578. | 3| 1| 1|
  579. +----+---------+---------+
  580. | 4| 0.996| 0.915|
  581. +----+---------+---------+
  582. | 5| 1| 0.955|
  583. +----+---------+---------+
  584. | 6| 0.998| 0.886|
  585. +----+---------+---------+
  586. | 7| 0.998| 0.771|
  587. +----+---------+---------+
  588. | 8| 0.996| 0.749|
  589. +----+---------+---------+
  590. | 9| 0.996| 0.688|
  591. +----+---------+---------+
  592. | 10| 0.996| 0.615|
  593. +----+---------+---------+
  594. | 11| 0.996| 0.488|
  595. +----+---------+---------+
  596. END>
  597. Training until now has taken 0 days 0 hours 53 minutes 31 seconds.
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