pollinations/real-basicvsr-video-superresolution 🖼️ → 🖼️

▶️ 9.2K runs 📅 Jan 2023 ⚙️ Cog 0.6.1 🔗 GitHub 📄 Paper ⚖️ License
video-restoration video-upscaling

About

RealBasicVSR: Investigating Tradeoffs in Real-World Video Super-Resolution

Example Output

Output

Performance Metrics

627.48s Prediction Time
627.53s Total Time
Input Parameters
video (required) Type: string
input video
Output Schema

Output

Type: stringFormat: uri

Example Execution Logs
predict
/root/.pyenv/versions/3.8.16/lib/python3.8/site-packages/mmcv/__init__.py:20: UserWarning: On January 1, 2023, MMCV will release v2.0.0, in which it will remove components related to the training process and add a data transformation module. In addition, it will rename the package names mmcv to mmcv-lite and mmcv-full to mmcv. See https://github.com/open-mmlab/mmcv/blob/master/docs/en/compatibility.md for more details.
warnings.warn(
2023-01-29 18:16:52,986 - mmedit - INFO - load checkpoint from http path: https://download.openmmlab.com/mmediting/restorers/basicvsr/spynet_20210409-c6c1bd09.pth
Downloading: "https://download.openmmlab.com/mmediting/restorers/basicvsr/spynet_20210409-c6c1bd09.pth" to /root/.cache/torch/hub/checkpoints/spynet_20210409-c6c1bd09.pth
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2023-01-29 18:16:56,294 - mmedit - INFO - load checkpoint from torchvision path: torchvision://vgg19
Downloading: "https://download.pytorch.org/models/vgg19-dcbb9e9d.pth" to /root/.cache/torch/hub/checkpoints/vgg19-dcbb9e9d.pth
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load checkpoint from http path: https://download.openmmlab.com/mmediting/restorers/real_basicvsr/realbasicvsr_c64b20_1x30x8_lr5e-5_150k_reds_20211104-52f77c2c.pth
Downloading: "https://download.openmmlab.com/mmediting/restorers/real_basicvsr/realbasicvsr_c64b20_1x30x8_lr5e-5_150k_reds_20211104-52f77c2c.pth" to /root/.cache/torch/hub/checkpoints/realbasicvsr_c64b20_1x30x8_lr5e-5_150k_reds_20211104-52f77c2c.pth
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return _VF.meshgrid(tensors, **kwargs)  # type: ignore[attr-defined]
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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 './output/%08d.jpg':
Duration: 00:00:19.44, start: 0.000000, bitrate: N/A
Stream #0:0: Video: mjpeg (Baseline), yuvj420p(pc, bt470bg/unknown/unknown), 2560x1440 [SAR 1:1 DAR 16:9], 25 fps, 25 tbr, 25 tbn, 25 tbc
Stream mapping:
Stream #0:0 -> #0:0 (mjpeg (native) -> h264 (libx264))
Press [q] to stop, [?] for help
[swscaler @ 0x56220ac0b7c0] deprecated pixel format used, make sure you did set range correctly
[libx264 @ 0x56220aaf86c0] using SAR=1/1
[libx264 @ 0x56220aaf86c0] using cpu capabilities: MMX2 SSE2Fast SSSE3 SSE4.2 AVX FMA3 BMI2 AVX2
[libx264 @ 0x56220aaf86c0] profile High, level 5.0
[libx264 @ 0x56220aaf86c0] 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=14 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 '/tmp/tmpqs3dun7zterrenas_cut_640x360.mov.out.mp4':
Metadata:
encoder         : Lavf58.29.100
Stream #0:0: Video: h264 (libx264) (avc1 / 0x31637661), yuv420p, 2560x1440 [SAR 1:1 DAR 16:9], q=-1--1, 14.83 fps, 11392 tbn, 14.83 tbc
Metadata:
encoder         : Lavc58.54.100 libx264
Side data:
cpb: bitrate max/min/avg: 0/0/0 buffer size: 0 vbv_delay: -1
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frame=  152 fps= 11 q=27.0 size=    5120kB time=00:00:06.26 bitrate=6689.8kbits/s speed=0.467x
frame=  155 fps= 11 q=27.0 size=    5376kB time=00:00:06.47 bitrate=6804.8kbits/s speed=0.46x
frame=  164 fps= 11 q=27.0 size=    5888kB time=00:00:07.07 bitrate=6814.0kbits/s speed=0.484x
frame=  167 fps= 11 q=27.0 size=    6144kB time=00:00:07.28 bitrate=6912.8kbits/s speed=0.479x
frame=  175 fps= 11 q=27.0 size=    6656kB time=00:00:07.82 bitrate=6972.4kbits/s speed=0.497x
frame=  179 fps= 11 q=27.0 size=    6912kB time=00:00:08.08 bitrate=6999.2kbits/s speed=0.495x
frame=  188 fps= 11 q=27.0 size=    7168kB time=00:00:08.69 bitrate=6752.0kbits/s speed=0.515x
frame=  191 fps= 11 q=27.0 size=    7424kB time=00:00:08.89 bitrate=6834.3kbits/s speed=0.508x
frame=  200 fps= 11 q=27.0 size=    7936kB time=00:00:09.50 bitrate=6839.3kbits/s speed=0.527x
frame=  205 fps= 11 q=27.0 size=    8192kB time=00:00:09.84 bitrate=6818.1kbits/s speed=0.529x
frame=  209 fps= 11 q=27.0 size=    8448kB time=00:00:10.11 bitrate=6843.7kbits/s speed=0.528x
frame=  218 fps= 11 q=27.0 size=    8960kB time=00:00:10.71 bitrate=6847.6kbits/s speed=0.544x
frame=  223 fps= 11 q=27.0 size=    9216kB time=00:00:11.05 bitrate=6828.5kbits/s speed=0.542x
frame=  229 fps= 11 q=27.0 size=    9728kB time=00:00:11.46 bitrate=6953.5kbits/s speed=0.548x
frame=  235 fps= 11 q=27.0 size=    9984kB time=00:00:11.86 bitrate=6893.2kbits/s speed=0.551x
frame=  243 fps= 11 q=27.0 size=   10496kB time=00:00:12.40 bitrate=6931.6kbits/s speed=0.561x
frame=  247 fps= 11 q=27.0 size=   10496kB time=00:00:12.67 bitrate=6784.1kbits/s speed=0.56x
frame=  254 fps= 11 q=27.0 size=   11008kB time=00:00:13.14 bitrate=6859.6kbits/s speed=0.568x
frame=  259 fps= 11 q=27.0 size=   11264kB time=00:00:13.48 bitrate=6843.7kbits/s speed=0.566x
frame=  267 fps= 11 q=27.0 size=   11520kB time=00:00:14.02 bitrate=6730.0kbits/s speed=0.574x
frame=  272 fps= 11 q=27.0 size=   11776kB time=00:00:14.35 bitrate=6718.1kbits/s speed=0.575x
frame=  278 fps= 11 q=27.0 size=   12288kB time=00:00:14.76 bitrate=6818.1kbits/s speed=0.579x
frame=  283 fps= 11 q=27.0 size=   12544kB time=00:00:15.10 bitrate=6804.8kbits/s speed=0.58x
frame=  290 fps= 11 q=27.0 size=   12800kB time=00:00:15.57 bitrate=6733.3kbits/s speed=0.585x
frame=  296 fps= 11 q=27.0 size=   13056kB time=00:00:15.97 bitrate=6694.1kbits/s speed=0.588x
frame=  302 fps= 11 q=27.0 size=   13568kB time=00:00:16.38 bitrate=6784.8kbits/s speed=0.592x
frame=  307 fps= 11 q=27.0 size=   13824kB time=00:00:16.71 bitrate=6773.5kbits/s speed=0.588x
frame=  315 fps= 11 q=27.0 size=   14336kB time=00:00:17.25 bitrate=6804.8kbits/s speed=0.596x
frame=  319 fps= 11 q=27.0 size=   14592kB time=00:00:17.52 bitrate=6819.8kbits/s speed=0.591x
frame=  327 fps= 11 q=27.0 size=   14848kB time=00:00:18.06 bitrate=6732.3kbits/s speed=0.599x
frame=  332 fps= 11 q=27.0 size=   15104kB time=00:00:18.40 bitrate=6722.9kbits/s speed=0.599x
frame=  338 fps= 11 q=27.0 size=   15616kB time=00:00:18.80 bitrate=6801.3kbits/s speed=0.602x
frame=  343 fps= 11 q=27.0 size=   15872kB time=00:00:19.14 bitrate=6791.1kbits/s speed=0.602x
frame=  350 fps= 11 q=27.0 size=   16384kB time=00:00:19.61 bitrate=6841.6kbits/s speed=0.606x
frame=  355 fps= 11 q=27.0 size=   16640kB time=00:00:19.95 bitrate=6831.1kbits/s speed=0.607x
frame=  359 fps= 11 q=27.0 size=   16896kB time=00:00:20.22 bitrate=6843.7kbits/s speed=0.605x
frame=  366 fps= 11 q=27.0 size=   17152kB time=00:00:20.69 bitrate=6789.0kbits/s speed=0.61x
frame=  371 fps= 11 q=27.0 size=   17408kB time=00:00:21.03 bitrate=6779.9kbits/s speed=0.608x
frame=  378 fps= 11 q=27.0 size=   17920kB time=00:00:21.50 bitrate=6826.1kbits/s speed=0.612x
frame=  383 fps= 11 q=27.0 size=   18176kB time=00:00:21.84 bitrate=6816.8kbits/s speed=0.609x
frame=  392 fps= 11 q=27.0 size=   18688kB time=00:00:22.44 bitrate=6819.4kbits/s speed=0.617x
frame=  395 fps= 11 q=27.0 size=   18944kB time=00:00:22.65 bitrate=6851.1kbits/s speed=0.614x
frame=  401 fps= 11 q=27.0 size=   19200kB time=00:00:23.05 bitrate=6821.9kbits/s speed=0.616x
frame=  408 fps= 11 q=27.0 size=   19456kB time=00:00:23.52 bitrate=6774.2kbits/s speed=0.619x
frame=  415 fps= 11 q=27.0 size=   19968kB time=00:00:24.00 bitrate=6815.7kbits/s speed=0.617x
frame=  422 fps= 11 q=27.0 size=   20224kB time=00:00:24.47 bitrate=6770.0kbits/s speed=0.62x
frame=  429 fps= 11 q=27.0 size=   20480kB time=00:00:24.94 bitrate=6726.0kbits/s speed=0.624x
frame=  435 fps= 11 q=27.0 size=   20736kB time=00:00:25.34 bitrate=6701.4kbits/s speed=0.625x
frame=  443 fps= 11 q=27.0 size=   21248kB time=00:00:25.88 bitrate=6723.8kbits/s speed=0.629x
frame=  448 fps= 11 q=27.0 size=   21504kB time=00:00:26.22 bitrate=6717.3kbits/s speed=0.629x
frame=  455 fps= 11 q=27.0 size=   22016kB time=00:00:26.69 bitrate=6755.7kbits/s speed=0.631x
frame=  460 fps= 11 q=27.0 size=   22272kB time=00:00:27.03 bitrate=6749.1kbits/s speed=0.63x
frame=  467 fps= 11 q=27.0 size=   22528kB time=00:00:27.50 bitrate=6709.5kbits/s speed=0.634x
frame=  472 fps= 11 q=27.0 size=   22784kB time=00:00:27.84 bitrate=6703.6kbits/s speed=0.632x
frame=  479 fps= 11 q=27.0 size=   23296kB time=00:00:28.31 bitrate=6740.0kbits/s speed=0.634x
frame=  484 fps= 11 q=27.0 size=   23552kB time=00:00:28.65 bitrate=6733.9kbits/s speed=0.634x
frame=  486 fps=9.8 q=-1.0 Lsize=   26875kB time=00:00:32.56 bitrate=6761.3kbits/s speed=0.658x
video:26868kB audio:0kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: 0.025577%
[libx264 @ 0x56220aaf86c0] frame I:4     Avg QP:20.09  size:173196
[libx264 @ 0x56220aaf86c0] frame P:122   Avg QP:22.43  size:107917
[libx264 @ 0x56220aaf86c0] frame B:360   Avg QP:23.91  size: 37927
[libx264 @ 0x56220aaf86c0] consecutive B-frames:  0.8%  0.4%  2.5% 96.3%
[libx264 @ 0x56220aaf86c0] mb I  I16..4: 12.5% 71.1% 16.4%
[libx264 @ 0x56220aaf86c0] mb P  I16..4:  5.2% 15.1%  2.1%  P16..4: 49.5% 16.7%  6.6%  0.0%  0.0%    skip: 4.8%
[libx264 @ 0x56220aaf86c0] mb B  I16..4:  0.3%  0.8%  0.0%  B16..8: 47.2%  5.6%  0.9%  direct: 6.5%  skip:38.7%  L0:43.7% L1:49.3% BI: 7.1%
[libx264 @ 0x56220aaf86c0] 8x8 transform intra:68.3% inter:79.5%
[libx264 @ 0x56220aaf86c0] coded y,uvDC,uvAC intra: 58.4% 49.5% 9.5% inter: 25.6% 33.4% 0.2%
[libx264 @ 0x56220aaf86c0] i16 v,h,dc,p: 34% 18%  6% 41%
[libx264 @ 0x56220aaf86c0] i8 v,h,dc,ddl,ddr,vr,hd,vl,hu: 20% 22% 28%  4%  5%  5%  5%  5%  6%
[libx264 @ 0x56220aaf86c0] i4 v,h,dc,ddl,ddr,vr,hd,vl,hu: 25% 40% 13%  3%  4%  4%  4%  3%  4%
[libx264 @ 0x56220aaf86c0] i8c dc,h,v,p: 56% 21% 20%  2%
[libx264 @ 0x56220aaf86c0] Weighted P-Frames: Y:0.8% UV:0.0%
[libx264 @ 0x56220aaf86c0] ref P L0: 64.2% 12.8% 17.3%  5.6%  0.0%
[libx264 @ 0x56220aaf86c0] ref B L0: 92.2%  6.8%  1.0%
[libx264 @ 0x56220aaf86c0] ref B L1: 98.0%  2.0%
[libx264 @ 0x56220aaf86c0] kb/s:6717.72
Version Details
Version ID
005b4db1d719c1672c522b220db3bc899a81889986b5adc7a01b4f4cfb34e4a7
Version Created
January 31, 2023
Run on Replicate →