machine learning deinterlaced

# Imports
import ctypes
import sys
import os
import vapoursynth as vs
# getting Vapoursynth core
core = vs.core
# Limit frame cache to 48449MB
core.max_cache_size = 48449
# Import scripts folder
scriptPath = 'F:/Hybrid/64bit/vsscripts'
sys.path.insert(0, os.path.abspath(scriptPath))
# Loading Support Files
Dllref = ctypes.windll.LoadLibrary("F:/Hybrid/64bit/vsfilters/Support/libfftw3f-3.dll")
# loading plugins
core.std.LoadPlugin(path="F:/Hybrid/64bit/vsfilters/FrameFilter/ReduceFlicker/ReduceFlicker.dll")
core.std.LoadPlugin(path="F:/Hybrid/64bit/vsfilters/DenoiseFilter/VInverse/vinverse_vs.dll")
core.std.LoadPlugin(path="F:/Hybrid/64bit/vsfilters/DenoiseFilter/NEO_FFT3DFilter/neo-fft3d.dll")
core.std.LoadPlugin(path="F:/Hybrid/64bit/vsfilters/DenoiseFilter/DFTTest/DFTTest.dll")
core.std.LoadPlugin(path="F:/Hybrid/64bit/Vapoursynth/Lib/site-packages/vapoursynth/plugins2/bwdif.dll")
core.std.LoadPlugin(path="F:/Hybrid/64bit/Vapoursynth/Lib/site-packages/vapoursynth/plugins2/fmtconv.dll")
core.std.LoadPlugin(path="F:/Hybrid/64bit/Vapoursynth/Lib/site-packages/vapoursynth/plugins2/sneedif/libsneedif.dll")
core.std.LoadPlugin(path="F:/Hybrid/64bit/vsfilters/Support/libeedi3vk.dll")
core.std.LoadPlugin(path="F:/Hybrid/64bit/Vapoursynth/Lib/site-packages/vapoursynth/plugins2/addnoise.dll")
core.std.LoadPlugin(path="F:/Hybrid/64bit/Vapoursynth/Lib/site-packages/vapoursynth/plugins2/mvtools.dll")
core.std.LoadPlugin(path="F:/Hybrid/64bit/Vapoursynth/Lib/site-packages/vapoursynth/plugins2/akarin/libakarin.dll")
core.std.LoadPlugin(path="F:/Hybrid/64bit/Vapoursynth/Lib/site-packages/vapoursynth/plugins2/zsmooth/zsmooth.dll")
core.std.LoadPlugin(path="F:/Hybrid/64bit/vsfilters/SourceFilter/DGDecNV/DGDecodeNV_AVX2.dll")
# Import scripts
import edi_rpow2
import vs_deepdeinterlace
import qtgmc
import validate
# Source: 'C:\Users\Selur\Desktop\outro.mkv'
# clip current meta; color space: YUV420P8, bit depth: 8, resolution: 720x480, fps: 29.97, color matrix: 470bg, color primaries: Unspecific, color transfer: Unspecified, yuv luminance scale: limited, scanorder: top field first, full height: true (Source)
# Loading 'C:\Users\Selur\Desktop\outro.mkv' using DGSource
clip = core.dgdecodenv.DGSource("J:/tmp/mkv_2a601c9176f4fc6ae8cf25e52bec66c0_853323747.dgi",fieldop=0) # 29.97 fps, scanorder: top field first
frame = clip.get_frame(0)
# setting color matrix to 470bg.
clip = core.std.SetFrameProps(clip, _Matrix=vs.MATRIX_BT470_BG)
# setting color transfer (vs.TRANSFER_BT601), if it is not set.
if validate.transferIsInvalid(clip):
  clip = core.std.SetFrameProps(clip=clip, _Transfer=vs.TRANSFER_BT601)
# setting color primaries info (to vs.PRIMARIES_BT470_BG), if it is not set.
if validate.primariesIsInvalid(clip):
  clip = core.std.SetFrameProps(clip=clip, _Primaries=vs.PRIMARIES_BT470_BG)
# setting color range to TV (limited) range.
prop_name = '_Range' if core.core_version.release_major >= 74 else '_ColorRange'
clip = core.std.SetFrameProps(clip=clip, **{prop_name: vs.RANGE_LIMITED})
# making sure frame rate is set to 29.97fps
clip = core.std.AssumeFPS(clip=clip, fpsnum=30000, fpsden=1001)
# making sure the detected scan type is set (detected: top field first)
clip = core.std.SetFrameProps(clip=clip, _FieldBased=vs.FIELD_TOP) # scan type: top field first
# Deinterlacing using QTGMC
clipEdiExt = clip
# adjusting color space from YUV420P8 to RGBS for vsDDD
clipEdiExt = core.resize.Bicubic(clip=clipEdiExt, format=vs.RGBS, matrix_in_s="470bg", range_in_s="limited", range_s="full")
clipEdiExt = vs_deepdeinterlace.DDD(clipEdiExt, tff=True, fp16=True, device="cuda")
# Making sure content is preceived as frame based
clipEdiExt = core.std.SetFrameProps(clip=clipEdiExt, _FieldBased=vs.FIELD_PROGRESSIVE) # scan type: progressive
clipEdiExt = core.resize.Bicubic(clip=clipEdiExt, format=vs.YUV420P8, matrix_s="470bg", range_in_s="full", range_s="limited", dither_type="error_diffusion")
clip = qtgmc.QTGMC(Input=clip, Preset="Slower", InputType=0, TFF=True, TR2=1, SourceMatch=0, Lossless=0, opencl=True, EdiExt=clipEdiExt) # new fps: 59.94
# Making sure content is preceived as frame based
clip = core.std.SetFrameProps(clip=clip, _FieldBased=vs.FIELD_PROGRESSIVE) # scan type: progressive
clip = core.vinverse.vinverse(clip)
# removing flickering using ReduceFlicker
clip = core.rdfl.ReduceFlicker(clip, strength=3, aggressive=1)
# resizing using NNEDI3CL
# current: 720x480 target: 1280x960
clip = edi_rpow2.nnedi3cl_rpow2(clip, rfactor=2, nsize=3, nns=4) # 1440x960
# resizing 1440x960 to 1280x960
clip = core.fmtc.resample(clip, w=1280, h=960, kernel="spline64", interlaced=False, interlacedd=False) #  before YUV420P8 after YUV420P16
# adjusting output color from YUV420P16 to YUV420P10 for NVEncModel
clip = core.resize.Bicubic(clip=clip, format=vs.YUV420P10, dither_type="error_diffusion")
# set output frame rate to 59.94fps (progressive)
clip = core.std.AssumeFPS(clip=clip, fpsnum=60000, fpsden=1001)
# output
clip.set_output()
# clip current meta; color space: YUV420P10, bit depth: 10, resolution: 1280x960, fps: 59.94, color matrix: 470bg, color primaries: Unspecific, color transfer: Unspecified, yuv luminance scale: limited, scanorder: progressive, full height: true (Meta)
# script was created by Hybrid 2026.07.08.1