zsxkib/film-frame-interpolation-for-large-motion 🖼️🔢 → 🖼️

▶️ 52.3K runs 📅 Oct 2023 ⚙️ Cog 0.8.6 🔗 GitHub 📄 Paper ⚖️ License

slow-motion video-frame-interpolation

About

FILM: Frame Interpolation for Large Motion, In ECCV 2022.

Example Output

Output

Performance Metrics

9.67s Prediction Time

9.70s Total Time

All Input Parameters

{
  "mp4": "https://replicate.delivery/pbxt/JvaWxfvzYBgS0FpE5ZQNrYJkK5meQoKNRhu8AdNWrGOyQRb8/output.mp4",
  "num_interpolation_steps": 1,
  "playback_frames_per_second": 28
}

Input Parameters

mp4 (required) Type: string: Provide an mp4 video file for frame interpolation.
num_interpolation_steps Type: integerDefault: 3Range: 1 - 50: Number of steps to interpolate between animation frames
playback_frames_per_second Type: integerDefault: 24Range: 1 - 60: Specify the playback speed in frames per second.

Output Schema

Output

Type: string • Format: uri

Example Execution Logs

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 '/tmp/tmpb1xj7vcxoutput.mp4':
Metadata:
major_brand     : isom
minor_version   : 512
compatible_brands: isomiso2avc1mp41
encoder         : Lavf58.76.100
Duration: 00:00:02.00, start: 0.000000, bitrate: 662 kb/s
Stream #0:0(und): Video: h264 (High) (avc1 / 0x31637661), yuv420p, 1024x576, 658 kb/s, 7 fps, 7 tbr, 14336 tbn, 14 tbc (default)
Metadata:
handler_name    : VideoHandler
Stream mapping:
Stream #0:0 -> #0:0 (h264 (native) -> png (native))
Press [q] to stop, [?] for help
Output #0, image2, to 'frames/%04d.png':
Metadata:
major_brand     : isom
minor_version   : 512
compatible_brands: isomiso2avc1mp41
encoder         : Lavf58.29.100
Stream #0:0(und): Video: png, rgb24, 1024x576, q=2-31, 200 kb/s, 7 fps, 7 tbn, 7 tbc (default)
Metadata:
handler_name    : VideoHandler
encoder         : Lavc58.54.100 png
frame=   14 fps=0.0 q=-0.0 Lsize=N/A time=00:00:02.00 bitrate=N/A speed=16.2x
video:5224kB audio:0kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: unknown
Interpolating frames with FILM...
  0%|[32m                                                                        [0m| 0/13 [00:00<?, ?it/s][0m
  8%|[32m████▉                                                           [0m| 1/13 [00:00<00:03,  3.78it/s][0m
 15%|[32m█████████▊                                                      [0m| 2/13 [00:00<00:02,  3.98it/s][0m
 23%|[32m██████████████▊                                                 [0m| 3/13 [00:00<00:02,  4.07it/s][0m
 31%|[32m███████████████████▋                                            [0m| 4/13 [00:00<00:02,  4.12it/s][0m
 38%|[32m████████████████████████▌                                       [0m| 5/13 [00:01<00:01,  4.14it/s][0m
 46%|[32m█████████████████████████████▌                                  [0m| 6/13 [00:01<00:01,  4.15it/s][0m
 54%|[32m██████████████████████████████████▍                             [0m| 7/13 [00:01<00:01,  4.13it/s][0m
 62%|[32m███████████████████████████████████████▍                        [0m| 8/13 [00:01<00:01,  4.15it/s][0m
 69%|[32m████████████████████████████████████████████▎                   [0m| 9/13 [00:02<00:00,  4.15it/s][0m
 77%|[32m████████████████████████████████████████████████▍              [0m| 10/13 [00:02<00:00,  4.14it/s][0m
 85%|[32m█████████████████████████████████████████████████████▎         [0m| 11/13 [00:02<00:00,  4.16it/s][0m
 92%|[32m██████████████████████████████████████████████████████████▏    [0m| 12/13 [00:02<00:00,  4.16it/s][0m
100%|[32m███████████████████████████████████████████████████████████████[0m| 13/13 [00:03<00:00,  4.17it/s][0m
100%|[32m███████████████████████████████████████████████████████████████[0m| 13/13 [00:03<00:00,  4.12it/s][0m
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 'frames/interpolated_frames/%08d.png':
Duration: 00:00:01.08, start: 0.000000, bitrate: N/A
Stream #0:0: Video: png, rgb24(pc), 1024x576, 25 fps, 25 tbr, 25 tbn, 25 tbc
Stream mapping:
Stream #0:0 -> #0:0 (png (native) -> h264 (libx264))
Press [q] to stop, [?] for help
[libx264 @ 0x557bfee84f80] using cpu capabilities: MMX2 SSE2Fast SSSE3 SSE4.2 AVX FMA3 BMI2 AVX2
[libx264 @ 0x557bfee84f80] profile High, level 3.1
[libx264 @ 0x557bfee84f80] 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=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=25 scenecut=40 intra_refresh=0 rc_lookahead=40 rc=crf mbtree=1 crf=1.0 qcomp=0.60 qpmin=0 qpmax=69 qpstep=4 ip_ratio=1.40 aq=1:1.00
Output #0, mp4, to 'frames/output_video.mp4':
Metadata:
encoder         : Lavf58.29.100
Stream #0:0: Video: h264 (libx264) (avc1 / 0x31637661), yuv420p, 1024x576, q=-1--1, 28 fps, 14336 tbn, 28 tbc
Metadata:
encoder         : Lavc58.54.100 libx264
Side data:
cpb: bitrate max/min/avg: 0/0/0 buffer size: 0 vbv_delay: -1
frame=   27 fps=0.0 q=-1.0 Lsize=    2673kB time=00:00:00.85 bitrate=25546.1kbits/s speed= 1.6x
video:2672kB audio:0kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: 0.043127%
[libx264 @ 0x557bfee84f80] frame I:1     Avg QP: 1.18  size:125332
[libx264 @ 0x557bfee84f80] frame P:7     Avg QP: 1.45  size:124140
[libx264 @ 0x557bfee84f80] frame B:19    Avg QP: 2.37  size: 91638
[libx264 @ 0x557bfee84f80] consecutive B-frames:  3.7%  7.4%  0.0% 88.9%
[libx264 @ 0x557bfee84f80] mb I  I16..4: 21.4% 16.5% 62.1%
[libx264 @ 0x557bfee84f80] mb P  I16..4:  9.8%  8.8% 28.8%  P16..4: 23.3% 14.7% 14.0%  0.0%  0.0%    skip: 0.6%
[libx264 @ 0x557bfee84f80] mb B  I16..4:  1.2%  1.8%  2.4%  B16..8: 38.6% 16.2%  8.8%  direct:27.4%  skip: 3.5%  L0:39.9% L1:34.9% BI:25.2%
[libx264 @ 0x557bfee84f80] 8x8 transform intra:21.0% inter:25.4%
[libx264 @ 0x557bfee84f80] coded y,uvDC,uvAC intra: 92.7% 93.2% 89.3% inter: 81.9% 83.0% 79.6%
[libx264 @ 0x557bfee84f80] i16 v,h,dc,p: 10% 40% 22% 27%
[libx264 @ 0x557bfee84f80] i8 v,h,dc,ddl,ddr,vr,hd,vl,hu:  6% 53% 22%  1%  4%  2%  8%  1%  3%
[libx264 @ 0x557bfee84f80] i4 v,h,dc,ddl,ddr,vr,hd,vl,hu: 15% 50% 15%  1%  5%  2%  7%  1%  3%
[libx264 @ 0x557bfee84f80] i8c dc,h,v,p: 45% 34% 14%  6%
[libx264 @ 0x557bfee84f80] Weighted P-Frames: Y:0.0% UV:0.0%
[libx264 @ 0x557bfee84f80] ref P L0: 64.7%  4.3%  5.2% 25.7%
[libx264 @ 0x557bfee84f80] ref B L0: 96.4%  2.3%  1.2%
[libx264 @ 0x557bfee84f80] ref B L1: 98.4%  1.6%
[libx264 @ 0x557bfee84f80] kb/s:22694.00

Version Details

Version ID: 222d67420da179935a68afff47093bab48705fe9e09c3c79268c1eb2ee7c5e91
Version Created: October 31, 2023

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