pollinations/amt 🖼️📝🔢 → 🖼️

▶️ 18.5K runs 📅 Jan 2024 ⚙️ Cog 0.8.6 🔗 GitHub 📄 Paper ⚖️ License
slow-motion video-frame-interpolation video-slow-motion video-to-video

About

Video Smoother: AMT All-Pairs Multi-Field Transforms for Efficient Frame Interpolation

Example Output

Output

Performance Metrics

15.06s Prediction Time
54.19s Total Time
All Input Parameters
{
  "video": "https://replicate.delivery/pbxt/KFcF0Fkdxlqz5EiaHKnYa6WCxun1oZdmy1Ex9RClPjgZCKug/525d5c0fd75d7baf8b68e04fca0d1d5e.mp4",
  "model_type": "amt-l",
  "output_video_fps": 16,
  "recursive_interpolation_passes": 2
}
Input Parameters
video (required) Type: string
model_type Type: stringDefault: amt-l
output_video_fps Type: integerDefault: 16
recursive_interpolation_passes Type: integerDefault: 2
Output Schema

Output

Type: stringFormat: uri

Example Execution Logs
ffmpeg version 4.4.2-0ubuntu0.22.04.1 Copyright (c) 2000-2021 the FFmpeg developers
built with gcc 11 (Ubuntu 11.2.0-19ubuntu1)
configuration: --prefix=/usr --extra-version=0ubuntu0.22.04.1 --toolchain=hardened --libdir=/usr/lib/x86_64-linux-gnu --incdir=/usr/include/x86_64-linux-gnu --arch=amd64 --enable-gpl --disable-stripping --enable-gnutls --enable-ladspa --enable-libaom --enable-libass --enable-libbluray --enable-libbs2b --enable-libcaca --enable-libcdio --enable-libcodec2 --enable-libdav1d --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-librabbitmq --enable-librubberband --enable-libshine --enable-libsnappy --enable-libsoxr --enable-libspeex --enable-libsrt --enable-libssh --enable-libtheora --enable-libtwolame --enable-libvidstab --enable-libvorbis --enable-libvpx --enable-libwebp --enable-libx265 --enable-libxml2 --enable-libxvid --enable-libzimg --enable-libzmq --enable-libzvbi --enable-lv2 --enable-omx --enable-openal --enable-opencl --enable-opengl --enable-sdl2 --enable-pocketsphinx --enable-librsvg --enable-libmfx --enable-libdc1394 --enable-libdrm --enable-libiec61883 --enable-chromaprint --enable-frei0r --enable-libx264 --enable-shared
libavutil      56. 70.100 / 56. 70.100
libavcodec     58.134.100 / 58.134.100
libavformat    58. 76.100 / 58. 76.100
libavdevice    58. 13.100 / 58. 13.100
libavfilter     7.110.100 /  7.110.100
libswscale      5.  9.100 /  5.  9.100
libswresample   3.  9.100 /  3.  9.100
libpostproc    55.  9.100 / 55.  9.100
Input #0, mov,mp4,m4a,3gp,3g2,mj2, from '/tmp/tmp6cws2qkk525d5c0fd75d7baf8b68e04fca0d1d5e.mp4':
Metadata:
major_brand     : isom
minor_version   : 512
compatible_brands: isomiso2avc1mp41
encoder         : Lavf58.76.100
Duration: 00:00:07.75, start: 0.000000, bitrate: 534 kb/s
Stream #0:0(und): Video: h264 (High) (avc1 / 0x31637661), yuv420p, 700x700, 532 kb/s, 8 fps, 8 tbr, 16384 tbn, 16 tbc (default)
Metadata:
handler_name    : VideoHandler
vendor_id       : [0][0][0][0]
Stream mapping:
Stream #0:0 -> #0:0 (h264 (native) -> png (native))
Press [q] to stop, [?] for help
Output #0, image2, to '/tmp/tmplrhh3rre/frames/frame%04d.png':
Metadata:
major_brand     : isom
minor_version   : 512
compatible_brands: isomiso2avc1mp41
encoder         : Lavf58.76.100
Stream #0:0(und): Video: png, rgb24(pc, gbr/unknown/unknown, progressive), 700x700, q=2-31, 200 kb/s, 8 fps, 8 tbn (default)
Metadata:
handler_name    : VideoHandler
vendor_id       : [0][0][0][0]
encoder         : Lavc58.134.100 png
frame=    1 fps=0.0 q=0.0 size=N/A time=00:00:00.00 bitrate=N/A speed=   0x
frame=   31 fps=0.0 q=-0.0 Lsize=N/A time=00:00:03.87 bitrate=N/A speed=19.1x
video:11276kB audio:0kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: unknown
Loading [images] from [['/tmp/tmplrhh3rre/frames/frame0001.png', '/tmp/tmplrhh3rre/frames/frame0002.png', '/tmp/tmplrhh3rre/frames/frame0003.png', '/tmp/tmplrhh3rre/frames/frame0004.png', '/tmp/tmplrhh3rre/frames/frame0005.png', '/tmp/tmplrhh3rre/frames/frame0006.png', '/tmp/tmplrhh3rre/frames/frame0007.png', '/tmp/tmplrhh3rre/frames/frame0008.png', '/tmp/tmplrhh3rre/frames/frame0009.png', '/tmp/tmplrhh3rre/frames/frame0010.png', '/tmp/tmplrhh3rre/frames/frame0011.png', '/tmp/tmplrhh3rre/frames/frame0012.png', '/tmp/tmplrhh3rre/frames/frame0013.png', '/tmp/tmplrhh3rre/frames/frame0014.png', '/tmp/tmplrhh3rre/frames/frame0015.png', '/tmp/tmplrhh3rre/frames/frame0016.png', '/tmp/tmplrhh3rre/frames/frame0017.png', '/tmp/tmplrhh3rre/frames/frame0018.png', '/tmp/tmplrhh3rre/frames/frame0019.png', '/tmp/tmplrhh3rre/frames/frame0020.png', '/tmp/tmplrhh3rre/frames/frame0021.png', '/tmp/tmplrhh3rre/frames/frame0022.png', '/tmp/tmplrhh3rre/frames/frame0023.png', '/tmp/tmplrhh3rre/frames/frame0024.png', '/tmp/tmplrhh3rre/frames/frame0025.png', '/tmp/tmplrhh3rre/frames/frame0026.png', '/tmp/tmplrhh3rre/frames/frame0027.png', '/tmp/tmplrhh3rre/frames/frame0028.png', '/tmp/tmplrhh3rre/frames/frame0029.png', '/tmp/tmplrhh3rre/frames/frame0030.png', '/tmp/tmplrhh3rre/frames/frame0031.png']], the number of images = [31]
Loading [networks.AMT-L.Model] from [../pretrained/amt-l.pth]...
Start frame interpolation:
Iter 1. input_frames=31 output_frames=61
Iter 2. input_frames=61 output_frames=121
Demo video is saved to [/tmp/tmplrhh3rre/results/demo_0000.mp4]
Please use `--save_images` if you also want to save the interpolated images,
ffmpeg version 4.4.2-0ubuntu0.22.04.1 Copyright (c) 2000-2021 the FFmpeg developers
built with gcc 11 (Ubuntu 11.2.0-19ubuntu1)
configuration: --prefix=/usr --extra-version=0ubuntu0.22.04.1 --toolchain=hardened --libdir=/usr/lib/x86_64-linux-gnu --incdir=/usr/include/x86_64-linux-gnu --arch=amd64 --enable-gpl --disable-stripping --enable-gnutls --enable-ladspa --enable-libaom --enable-libass --enable-libbluray --enable-libbs2b --enable-libcaca --enable-libcdio --enable-libcodec2 --enable-libdav1d --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-librabbitmq --enable-librubberband --enable-libshine --enable-libsnappy --enable-libsoxr --enable-libspeex --enable-libsrt --enable-libssh --enable-libtheora --enable-libtwolame --enable-libvidstab --enable-libvorbis --enable-libvpx --enable-libwebp --enable-libx265 --enable-libxml2 --enable-libxvid --enable-libzimg --enable-libzmq --enable-libzvbi --enable-lv2 --enable-omx --enable-openal --enable-opencl --enable-opengl --enable-sdl2 --enable-pocketsphinx --enable-librsvg --enable-libmfx --enable-libdc1394 --enable-libdrm --enable-libiec61883 --enable-chromaprint --enable-frei0r --enable-libx264 --enable-shared
libavutil      56. 70.100 / 56. 70.100
libavcodec     58.134.100 / 58.134.100
libavformat    58. 76.100 / 58. 76.100
libavdevice    58. 13.100 / 58. 13.100
libavfilter     7.110.100 /  7.110.100
libswscale      5.  9.100 /  5.  9.100
libswresample   3.  9.100 /  3.  9.100
libpostproc    55.  9.100 / 55.  9.100
Input #0, mov,mp4,m4a,3gp,3g2,mj2, from '/tmp/93828eb0-7374-400a-8f94-48a8c9a9cbd0.mp4':
Metadata:
major_brand     : isom
minor_version   : 512
compatible_brands: isomiso2mp41
encoder         : Lavf59.27.100
Duration: 00:00:07.56, start: 0.000000, bitrate: 1398 kb/s
Stream #0:0(und): Video: mpeg4 (Simple Profile) (mp4v / 0x7634706D), yuv420p, 700x700 [SAR 1:1 DAR 1:1], 1396 kb/s, 16 fps, 16 tbr, 16384 tbn, 16 tbc (default)
Metadata:
handler_name    : VideoHandler
vendor_id       : [0][0][0][0]
Stream mapping:
Stream #0:0 -> #0:0 (mpeg4 (native) -> h264 (libx264))
Press [q] to stop, [?] for help
[libx264 @ 0x55ddcdf409c0] using SAR=1/1
[libx264 @ 0x55ddcdf409c0] using cpu capabilities: MMX2 SSE2Fast SSSE3 SSE4.2 AVX FMA3 BMI2 AVX2
[libx264 @ 0x55ddcdf409c0] profile High, level 3.1, 4:2:0, 8-bit
[libx264 @ 0x55ddcdf409c0] 264 - core 163 r3060 5db6aa6 - H.264/MPEG-4 AVC codec - Copyleft 2003-2021 - 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=15 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=16 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/2ddb5544-4bb2-48f1-9f72-21811a4a7661.mp4':
Metadata:
major_brand     : isom
minor_version   : 512
compatible_brands: isomiso2mp41
encoder         : Lavf58.76.100
Stream #0:0(und): Video: h264 (avc1 / 0x31637661), yuv420p(progressive), 700x700 [SAR 1:1 DAR 1:1], q=2-31, 16 fps, 16384 tbn (default)
Metadata:
handler_name    : VideoHandler
vendor_id       : [0][0][0][0]
encoder         : Lavc58.134.100 libx264
Side data:
cpb: bitrate max/min/avg: 0/0/0 buffer size: 0 vbv_delay: N/A
frame=    1 fps=0.0 q=0.0 size=       0kB time=00:00:00.00 bitrate=N/A speed=   0x
frame=  121 fps=0.0 q=-1.0 Lsize=     861kB time=00:00:07.37 bitrate= 956.1kbits/s speed=10.6x
video:859kB audio:0kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: 0.179247%
[libx264 @ 0x55ddcdf409c0] frame I:1     Avg QP:19.55  size: 15173
[libx264 @ 0x55ddcdf409c0] frame P:108   Avg QP:20.38  size:  7534
[libx264 @ 0x55ddcdf409c0] frame B:12    Avg QP:22.32  size:  4186
[libx264 @ 0x55ddcdf409c0] consecutive B-frames: 83.5%  8.3%  5.0%  3.3%
[libx264 @ 0x55ddcdf409c0] mb I  I16..4: 31.7% 65.8%  2.5%
[libx264 @ 0x55ddcdf409c0] mb P  I16..4:  3.3% 11.7%  0.2%  P16..4: 55.1% 10.0%  4.8%  0.0%  0.0%    skip:14.9%
[libx264 @ 0x55ddcdf409c0] mb B  I16..4:  2.6% 14.3%  0.1%  B16..8: 38.9%  4.7%  0.8%  direct: 1.5%  skip:37.1%  L0:54.7% L1:34.0% BI:11.4%
[libx264 @ 0x55ddcdf409c0] 8x8 transform intra:77.0% inter:76.9%
[libx264 @ 0x55ddcdf409c0] coded y,uvDC,uvAC intra: 30.9% 30.2% 2.3% inter: 18.2% 15.8% 0.4%
[libx264 @ 0x55ddcdf409c0] i16 v,h,dc,p: 32% 25% 36%  8%
[libx264 @ 0x55ddcdf409c0] i8 v,h,dc,ddl,ddr,vr,hd,vl,hu: 26% 21% 46%  1%  1%  1%  1%  1%  1%
[libx264 @ 0x55ddcdf409c0] i4 v,h,dc,ddl,ddr,vr,hd,vl,hu: 28% 17% 17%  4% 10% 10%  6%  5%  3%
[libx264 @ 0x55ddcdf409c0] i8c dc,h,v,p: 63% 16% 19%  1%
[libx264 @ 0x55ddcdf409c0] Weighted P-Frames: Y:0.0% UV:0.0%
[libx264 @ 0x55ddcdf409c0] ref P L0: 79.9%  8.8%  9.3%  2.0%
[libx264 @ 0x55ddcdf409c0] ref B L0: 89.1% 10.0%  0.9%
[libx264 @ 0x55ddcdf409c0] ref B L1: 95.5%  4.5%
[libx264 @ 0x55ddcdf409c0] kb/s:929.96
Version Details
Version ID
6e03c945a24b2defe4576e35235b9c9c0120d81c9df58880c0b3832a5777cdcd
Version Created
January 22, 2024
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