cudanexus/debvc 📝 → ❓
About
Deep Exemplar-based Video Colorization Simply put, the mission of this project is to colorize and restore old images and film footage. We'll get into the details in a bit, but first let's see some pretty pictures and videos!
Example Output
Output
Performance Metrics
285.43s
Prediction Time
481.07s
Total Time
Input Parameters
- url (required)
- Insert Video URL
Output Schema
Output
Example Execution Logs
URL------------------> https://videos-tcvc.s3.amazonaws.com/sample_videos/3_wizard.mp4 Sat Mar 18 20:14:22 2023 +-----------------------------------------------------------------------------+ | NVIDIA-SMI 510.47.03 Driver Version: 510.47.03 CUDA Version: 11.6 | |-------------------------------+----------------------+----------------------+ | GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC | | Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. | | | | MIG M. | |===============================+======================+======================| | 0 Tesla T4 Off | 00000000:00:04.0 Off | 0 | | N/A 35C P0 25W / 70W | 724MiB / 15360MiB | 0% Default | | | | N/A | +-------------------------------+----------------------+----------------------+ +-----------------------------------------------------------------------------+ | Processes: | | GPU GI CI PID Type Process name GPU Memory | | ID ID Usage | |=============================================================================| | 0 N/A N/A 766336 C 721MiB | +-----------------------------------------------------------------------------+ 0 Writing File------------------> in writing----------------> File Writing Done------------------> ffmpeg version 4.2.7-0ubuntu0.1 Copyright (c) 2000-2022 the FFmpeg developers built with gcc 9 (Ubuntu 9.4.0-1ubuntu1~20.04.1) configuration: --prefix=/usr --extra-version=0ubuntu0.1 --toolchain=hardened --libdir=/usr/lib/x86_64-linux-gnu --incdir=/usr/include/x86_64-linux-gnu --arch=amd64 --enable-gpl --disable-stripping --enable-avresample --disable-filter=resample --enable-avisynth --enable-gnutls --enable-ladspa --enable-libaom --enable-libass --enable-libbluray --enable-libbs2b --enable-libcaca --enable-libcdio --enable-libcodec2 --enable-libflite --enable-libfontconfig --enable-libfreetype --enable-libfribidi --enable-libgme --enable-libgsm --enable-libjack --enable-libmp3lame --enable-libmysofa --enable-libopenjpeg --enable-libopenmpt --enable-libopus --enable-libpulse --enable-librsvg --enable-librubberband --enable-libshine --enable-libsnappy --enable-libsoxr --enable-libspeex --enable-libssh --enable-libtheora --enable-libtwolame --enable-libvidstab --enable-libvorbis --enable-libvpx --enable-libwavpack --enable-libwebp --enable-libx265 --enable-libxml2 --enable-libxvid --enable-libzmq --enable-libzvbi --enable-lv2 --enable-omx --enable-openal --enable-opencl --enable-opengl --enable-sdl2 --enable-libdc1394 --enable-libdrm --enable-libiec61883 --enable-nvenc --enable-chromaprint --enable-frei0r --enable-libx264 --enable-shared libavutil 56. 31.100 / 56. 31.100 libavcodec 58. 54.100 / 58. 54.100 libavformat 58. 29.100 / 58. 29.100 libavdevice 58. 8.100 / 58. 8.100 libavfilter 7. 57.100 / 7. 57.100 libavresample 4. 0. 0 / 4. 0. 0 libswscale 5. 5.100 / 5. 5.100 libswresample 3. 5.100 / 3. 5.100 libpostproc 55. 5.100 / 55. 5.100 Input #0, mov,mp4,m4a,3gp,3g2,mj2, from './sample_videos/clips/upload_video/3_wizard.mp4': Metadata: major_brand : isom minor_version : 512 compatible_brands: isomiso2avc1mp41 encoder : Lavf59.27.100 Duration: 00:00:30.66, start: 0.000000, bitrate: 1225 kb/s Stream #0:0(und): Audio: aac (LC) (mp4a / 0x6134706D), 44100 Hz, stereo, fltp, 128 kb/s (default) Metadata: handler_name : SoundHandler Stream #0:1(und): Video: h264 (High) (avc1 / 0x31637661), yuv420p(tv, unknown/bt709/bt709), 640x360 [SAR 1:1 DAR 16:9], 1090 kb/s, 23.98 fps, 23.98 tbr, 24k tbn, 47.95 tbc (default) Metadata: handler_name : VideoHandler encoder : Lavc59.37.100 libx264 Stream mapping: Stream #0:1 -> #0:0 (h264 (native) -> mjpeg (native)) Press [q] to stop, [?] for help [swscaler @ 0x55ef7ab31180] deprecated pixel format used, make sure you did set range correctly Output #0, image2, to './sample_videos/clips/extracted_images/%05d.jpg': Metadata: major_brand : isom minor_version : 512 compatible_brands: isomiso2avc1mp41 encoder : Lavf58.29.100 Stream #0:0(und): Video: mjpeg, yuvj420p(pc), 640x360 [SAR 1:1 DAR 16:9], q=2-31, 200 kb/s, 20 fps, 20 tbn, 20 tbc (default) Metadata: handler_name : VideoHandler encoder : Lavc58.54.100 mjpeg Side data: cpb: bitrate max/min/avg: 0/0/200000 buffer size: 0 vbv_delay: -1 frame= 96 fps=0.0 q=24.8 size=N/A time=00:00:04.80 bitrate=N/A speed=9.57x frame= 254 fps=253 q=24.8 size=N/A time=00:00:12.70 bitrate=N/A speed=12.7x frame= 377 fps=251 q=24.8 size=N/A time=00:00:18.85 bitrate=N/A speed=12.5x frame= 548 fps=274 q=24.8 size=N/A time=00:00:27.40 bitrate=N/A speed=13.7x frame= 613 fps=280 q=24.8 Lsize=N/A time=00:00:30.65 bitrate=N/A speed= 14x video:5274kB audio:0kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: unknown Entered ARGS--------------- running on GPU [0] ---------------->ext .mp4 ----------------------Video_name 0f65a779-ca17-4f9a-a42e-0f777e6c2da9_video.mp4 ----------------->output_path ./sample_videos/output/extracted_images_01 processing the folder:./sample_videos/clips/extracted_images ----------------STR Image Size------------> [432, 768] reference name: ./sample_videos/ref/v_test/01.jpg 0%| | 0/613 [00:00<?, ?it/s] 0%| | 1/613 [00:01<16:08, 1.58s/it] 0%| | 2/613 [00:02<09:22, 1.09it/s] 0%| | 3/613 [00:02<07:27, 1.36it/s] 1%| | 4/613 [00:03<06:28, 1.57it/s] 1%| | 5/613 [00:03<05:48, 1.75it/s] 1%| | 6/613 [00:03<05:22, 1.88it/s] 1%| | 7/613 [00:04<05:11, 1.94it/s] 1%|▏ | 8/613 [00:04<04:59, 2.02it/s] 1%|▏ | 9/613 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./sample_videos/output/extracted_images_01/0f65a779-ca17-4f9a-a42e-0f777e6c2da9_video.mp4 ffmpeg version 4.2.7-0ubuntu0.1 Copyright (c) 2000-2022 the FFmpeg developers built with gcc 9 (Ubuntu 9.4.0-1ubuntu1~20.04.1) configuration: --prefix=/usr --extra-version=0ubuntu0.1 --toolchain=hardened --libdir=/usr/lib/x86_64-linux-gnu --incdir=/usr/include/x86_64-linux-gnu --arch=amd64 --enable-gpl --disable-stripping --enable-avresample --disable-filter=resample --enable-avisynth --enable-gnutls --enable-ladspa --enable-libaom --enable-libass --enable-libbluray --enable-libbs2b --enable-libcaca --enable-libcdio --enable-libcodec2 --enable-libflite --enable-libfontconfig --enable-libfreetype --enable-libfribidi --enable-libgme --enable-libgsm --enable-libjack --enable-libmp3lame --enable-libmysofa --enable-libopenjpeg --enable-libopenmpt --enable-libopus --enable-libpulse --enable-librsvg --enable-librubberband --enable-libshine --enable-libsnappy --enable-libsoxr --enable-libspeex --enable-libssh --enable-libtheora --enable-libtwolame --enable-libvidstab --enable-libvorbis --enable-libvpx --enable-libwavpack --enable-libwebp --enable-libx265 --enable-libxml2 --enable-libxvid --enable-libzmq --enable-libzvbi --enable-lv2 --enable-omx --enable-openal --enable-opencl --enable-opengl --enable-sdl2 --enable-libdc1394 --enable-libdrm --enable-libiec61883 --enable-nvenc --enable-chromaprint --enable-frei0r --enable-libx264 --enable-shared libavutil 56. 31.100 / 56. 31.100 libavcodec 58. 54.100 / 58. 54.100 libavformat 58. 29.100 / 58. 29.100 libavdevice 58. 8.100 / 58. 8.100 libavfilter 7. 57.100 / 7. 57.100 libavresample 4. 0. 0 / 4. 0. 0 libswscale 5. 5.100 / 5. 5.100 libswresample 3. 5.100 / 3. 5.100 libpostproc 55. 5.100 / 55. 5.100 Input #0, image2, from './sample_videos/output/extracted_images_01/%05d.jpg': Duration: 00:00:30.65, start: 0.000000, bitrate: N/A Stream #0:0: Video: mjpeg (Baseline), yuvj420p(pc, bt470bg/unknown/unknown), 768x432 [SAR 1:1 DAR 16:9], 20 fps, 20 tbr, 20 tbn, 20 tbc Stream mapping: Stream #0:0 -> #0:0 (mjpeg (native) -> h264 (libx264)) Press [q] to stop, [?] for help [swscaler @ 0x55580e018e80] deprecated pixel format used, make sure you did set range correctly [libx264 @ 0x55580dcc1900] using SAR=1/1 [libx264 @ 0x55580dcc1900] using cpu capabilities: MMX2 SSE2Fast SSSE3 SSE4.2 AVX FMA3 BMI2 AVX2 [libx264 @ 0x55580dcc1900] profile High, level 3.0 [libx264 @ 0x55580dcc1900] 264 - core 155 r2917 0a84d98 - H.264/MPEG-4 AVC codec - Copyleft 2003-2018 - http://www.videolan.org/x264.html - options: cabac=1 ref=3 deblock=1:0:0 analyse=0x3:0x113 me=hex subme=7 psy=1 psy_rd=1.00:0.00 mixed_ref=1 me_range=16 chroma_me=1 trellis=1 8x8dct=1 cqm=0 deadzone=21,11 fast_pskip=1 chroma_qp_offset=-2 threads=12 lookahead_threads=2 sliced_threads=0 nr=0 decimate=1 interlaced=0 bluray_compat=0 constrained_intra=0 bframes=3 b_pyramid=2 b_adapt=1 b_bias=0 direct=1 weightb=1 open_gop=0 weightp=2 keyint=250 keyint_min=20 scenecut=40 intra_refresh=0 rc_lookahead=40 rc=crf mbtree=1 crf=23.0 qcomp=0.60 qpmin=0 qpmax=69 qpstep=4 ip_ratio=1.40 aq=1:1.00 Output #0, mp4, to './sample_videos/output/extracted_images_01/0f65a779-ca17-4f9a-a42e-0f777e6c2da9_video.mp4': Metadata: encoder : Lavf58.29.100 Stream #0:0: Video: h264 (libx264) (avc1 / 0x31637661), yuv420p, 768x432 [SAR 1:1 DAR 16:9], q=-1--1, 20 fps, 10240 tbn, 20 tbc Metadata: encoder : Lavc58.54.100 libx264 Side data: cpb: bitrate max/min/avg: 0/0/0 buffer size: 0 vbv_delay: -1 frame= 79 fps=0.0 q=28.0 size= 0kB time=00:00:01.00 bitrate= 0.4kbits/s speed= 2x frame= 118 fps=117 q=28.0 size= 256kB time=00:00:02.95 bitrate= 711.0kbits/s speed=2.91x frame= 171 fps=112 q=28.0 size= 768kB time=00:00:05.60 bitrate=1123.5kbits/s speed=3.66x frame= 222 fps=109 q=28.0 size= 1024kB time=00:00:08.15 bitrate=1029.3kbits/s speed=4.01x frame= 272 fps=107 q=28.0 size= 1536kB time=00:00:10.65 bitrate=1181.5kbits/s speed= 4.2x frame= 323 fps=106 q=28.0 size= 1792kB time=00:00:13.20 bitrate=1112.1kbits/s speed=4.34x frame= 373 fps=105 q=28.0 size= 2304kB time=00:00:15.70 bitrate=1202.2kbits/s speed=4.43x frame= 426 fps=105 q=28.0 size= 2816kB time=00:00:18.35 bitrate=1257.2kbits/s speed=4.54x frame= 486 fps=107 q=28.0 size= 3328kB time=00:00:21.35 bitrate=1277.0kbits/s speed= 4.7x frame= 545 fps=108 q=28.0 size= 3584kB time=00:00:24.30 bitrate=1208.2kbits/s speed= 4.8x frame= 593 fps=107 q=28.0 size= 4096kB time=00:00:26.70 bitrate=1256.7kbits/s speed= 4.8x frame= 613 fps= 98 q=-1.0 Lsize= 5030kB time=00:00:30.50 bitrate=1350.9kbits/s speed=4.87x video:5022kB audio:0kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: 0.160787% [libx264 @ 0x55580dcc1900] frame I:5 Avg QP:20.67 size: 22989 [libx264 @ 0x55580dcc1900] frame P:154 Avg QP:23.76 size: 14813 [libx264 @ 0x55580dcc1900] frame B:454 Avg QP:25.60 size: 6047 [libx264 @ 0x55580dcc1900] consecutive B-frames: 1.0% 0.7% 0.5% 97.9% [libx264 @ 0x55580dcc1900] mb I I16..4: 6.4% 92.4% 1.2% [libx264 @ 0x55580dcc1900] mb P I16..4: 3.0% 39.9% 2.3% P16..4: 22.4% 15.7% 6.9% 0.0% 0.0% skip: 9.8% [libx264 @ 0x55580dcc1900] mb B I16..4: 0.9% 4.7% 0.2% B16..8: 30.1% 13.0% 3.9% direct:13.6% skip:33.7% L0:41.6% L1:39.3% BI:19.1% [libx264 @ 0x55580dcc1900] 8x8 transform intra:86.4% inter:75.8% [libx264 @ 0x55580dcc1900] coded y,uvDC,uvAC intra: 68.4% 52.0% 2.8% inter: 34.1% 26.6% 0.0% [libx264 @ 0x55580dcc1900] i16 v,h,dc,p: 44% 45% 6% 6% [libx264 @ 0x55580dcc1900] i8 v,h,dc,ddl,ddr,vr,hd,vl,hu: 26% 26% 21% 2% 5% 6% 5% 4% 5% [libx264 @ 0x55580dcc1900] i4 v,h,dc,ddl,ddr,vr,hd,vl,hu: 34% 26% 8% 3% 7% 7% 6% 4% 4% [libx264 @ 0x55580dcc1900] i8c dc,h,v,p: 51% 20% 26% 3% [libx264 @ 0x55580dcc1900] Weighted P-Frames: Y:26.6% UV:14.3% [libx264 @ 0x55580dcc1900] ref P L0: 43.4% 16.7% 23.3% 13.3% 3.2% [libx264 @ 0x55580dcc1900] ref B L0: 82.7% 13.7% 3.6% [libx264 @ 0x55580dcc1900] ref B L1: 94.6% 5.4% [libx264 @ 0x55580dcc1900] kb/s:1342.00 writing to video ./sample_videos/output/extracted_images/0f65a779-ca17-4f9a-a42e-0f777e6c2da9_video.mp4 ffmpeg version 4.2.7-0ubuntu0.1 Copyright (c) 2000-2022 the FFmpeg developers built with gcc 9 (Ubuntu 9.4.0-1ubuntu1~20.04.1) configuration: --prefix=/usr --extra-version=0ubuntu0.1 --toolchain=hardened --libdir=/usr/lib/x86_64-linux-gnu --incdir=/usr/include/x86_64-linux-gnu --arch=amd64 --enable-gpl --disable-stripping --enable-avresample --disable-filter=resample --enable-avisynth --enable-gnutls --enable-ladspa --enable-libaom --enable-libass --enable-libbluray --enable-libbs2b --enable-libcaca --enable-libcdio --enable-libcodec2 --enable-libflite --enable-libfontconfig --enable-libfreetype --enable-libfribidi --enable-libgme --enable-libgsm --enable-libjack --enable-libmp3lame --enable-libmysofa --enable-libopenjpeg --enable-libopenmpt --enable-libopus --enable-libpulse --enable-librsvg --enable-librubberband --enable-libshine --enable-libsnappy --enable-libsoxr --enable-libspeex --enable-libssh --enable-libtheora --enable-libtwolame --enable-libvidstab --enable-libvorbis --enable-libvpx --enable-libwavpack --enable-libwebp --enable-libx265 --enable-libxml2 --enable-libxvid --enable-libzmq --enable-libzvbi --enable-lv2 --enable-omx --enable-openal --enable-opencl --enable-opengl --enable-sdl2 --enable-libdc1394 --enable-libdrm --enable-libiec61883 --enable-nvenc --enable-chromaprint --enable-frei0r --enable-libx264 --enable-shared libavutil 56. 31.100 / 56. 31.100 libavcodec 58. 54.100 / 58. 54.100 libavformat 58. 29.100 / 58. 29.100 libavdevice 58. 8.100 / 58. 8.100 libavfilter 7. 57.100 / 7. 57.100 libavresample 4. 0. 0 / 4. 0. 0 libswscale 5. 5.100 / 5. 5.100 libswresample 3. 5.100 / 3. 5.100 libpostproc 55. 5.100 / 55. 5.100 Input #0, image2, from './sample_videos/clips/extracted_images/%05d.jpg': Duration: 00:00:30.65, start: 0.000000, bitrate: N/A Stream #0:0: Video: mjpeg (Baseline), yuvj420p(pc, bt470bg/unknown/unknown), 640x360 [SAR 1:1 DAR 16:9], 20 fps, 20 tbr, 20 tbn, 20 tbc Stream mapping: Stream #0:0 -> #0:0 (mjpeg (native) -> h264 (libx264)) Press [q] to stop, [?] for help [swscaler @ 0x55665cf4d640] deprecated pixel format used, make sure you did set range correctly [libx264 @ 0x55665ce21700] using SAR=1/1 [libx264 @ 0x55665ce21700] using cpu capabilities: MMX2 SSE2Fast SSSE3 SSE4.2 AVX FMA3 BMI2 AVX2 [libx264 @ 0x55665ce21700] profile High, level 2.2 [libx264 @ 0x55665ce21700] 264 - core 155 r2917 0a84d98 - H.264/MPEG-4 AVC codec - Copyleft 2003-2018 - http://www.videolan.org/x264.html - options: cabac=1 ref=3 deblock=1:0:0 analyse=0x3:0x113 me=hex subme=7 psy=1 psy_rd=1.00:0.00 mixed_ref=1 me_range=16 chroma_me=1 trellis=1 8x8dct=1 cqm=0 deadzone=21,11 fast_pskip=1 chroma_qp_offset=-2 threads=11 lookahead_threads=1 sliced_threads=0 nr=0 decimate=1 interlaced=0 bluray_compat=0 constrained_intra=0 bframes=3 b_pyramid=2 b_adapt=1 b_bias=0 direct=1 weightb=1 open_gop=0 weightp=2 keyint=250 keyint_min=20 scenecut=40 intra_refresh=0 rc_lookahead=40 rc=crf mbtree=1 crf=23.0 qcomp=0.60 qpmin=0 qpmax=69 qpstep=4 ip_ratio=1.40 aq=1:1.00 Output #0, mp4, to './sample_videos/output/extracted_images/0f65a779-ca17-4f9a-a42e-0f777e6c2da9_video.mp4': Metadata: encoder : Lavf58.29.100 Stream #0:0: Video: h264 (libx264) (avc1 / 0x31637661), yuv420p, 640x360 [SAR 1:1 DAR 16:9], q=-1--1, 20 fps, 10240 tbn, 20 tbc Metadata: encoder : Lavc58.54.100 libx264 Side data: cpb: bitrate max/min/avg: 0/0/0 buffer size: 0 vbv_delay: -1 frame= 117 fps=0.0 q=28.0 size= 0kB time=00:00:02.95 bitrate= 0.1kbits/s speed=5.89x frame= 195 fps=192 q=28.0 size= 512kB time=00:00:06.85 bitrate= 612.4kbits/s speed=6.75x frame= 271 fps=179 q=28.0 size= 1024kB time=00:00:10.65 bitrate= 787.7kbits/s speed=7.02x frame= 349 fps=172 q=28.0 size= 1536kB time=00:00:14.55 bitrate= 864.8kbits/s speed=7.19x frame= 426 fps=169 q=28.0 size= 1792kB time=00:00:18.40 bitrate= 797.8kbits/s speed=7.28x frame= 519 fps=171 q=28.0 size= 2304kB time=00:00:23.05 bitrate= 818.9kbits/s speed=7.61x frame= 599 fps=169 q=28.0 size= 2816kB time=00:00:27.05 bitrate= 852.8kbits/s speed=7.62x frame= 613 fps=155 q=-1.0 Lsize= 3493kB time=00:00:30.50 bitrate= 938.3kbits/s speed=7.73x video:3485kB audio:0kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: 0.227432% [libx264 @ 0x55665ce21700] frame I:5 Avg QP:20.29 size: 13346 [libx264 @ 0x55665ce21700] frame P:183 Avg QP:24.27 size: 8217 [libx264 @ 0x55665ce21700] frame B:425 Avg QP:27.95 size: 4701 [libx264 @ 0x55665ce21700] consecutive B-frames: 5.9% 4.2% 2.4% 87.4% [libx264 @ 0x55665ce21700] mb I I16..4: 18.0% 80.1% 1.9% [libx264 @ 0x55665ce21700] mb P I16..4: 4.0% 38.4% 3.1% P16..4: 13.0% 10.3% 9.5% 0.0% 0.0% skip:21.7% [libx264 @ 0x55665ce21700] mb B I16..4: 1.4% 13.0% 0.3% B16..8: 18.8% 10.7% 8.5% direct:12.2% skip:35.1% L0:45.1% L1:39.3% BI:15.6% [libx264 @ 0x55665ce21700] 8x8 transform intra:85.9% inter:90.0% [libx264 @ 0x55665ce21700] coded y,uvDC,uvAC intra: 75.0% 48.5% 0.7% inter: 32.5% 9.2% 0.1% [libx264 @ 0x55665ce21700] i16 v,h,dc,p: 32% 50% 17% 1% [libx264 @ 0x55665ce21700] i8 v,h,dc,ddl,ddr,vr,hd,vl,hu: 20% 27% 38% 3% 2% 2% 2% 2% 5% [libx264 @ 0x55665ce21700] i4 v,h,dc,ddl,ddr,vr,hd,vl,hu: 36% 27% 13% 3% 4% 4% 4% 3% 4% [libx264 @ 0x55665ce21700] i8c dc,h,v,p: 52% 24% 23% 1% [libx264 @ 0x55665ce21700] Weighted P-Frames: Y:23.5% UV:0.0% [libx264 @ 0x55665ce21700] ref P L0: 49.9% 19.0% 15.4% 12.6% 3.1% [libx264 @ 0x55665ce21700] ref B L0: 80.1% 14.7% 5.2% [libx264 @ 0x55665ce21700] ref B L1: 93.4% 6.6% [libx264 @ 0x55665ce21700] kb/s:931.37
Version Details
- Version ID
bbe23c9775409b086154d33647875326b4dced808fb2a4ead777a3d2291e6481- Version Created
- March 17, 2023