pollinations/rife-video-interpolation 🖼️🔢 → 🖼️

▶️ 16.5K runs 📅 Jan 2023 ⚙️ Cog 0.8.1 🔗 GitHub ⚖️ License
frame-generation video-enhancement video-interpolation

About

Example Output

Output

Performance Metrics

27.15s Prediction Time
191.28s Total Time
All Input Parameters 
{
  "video": "https://replicate.delivery/pbxt/IAblt4FfiF0Dpr7iaueezAUtK0g5UE0sYWzgihVwAxi16ub5/acidtho.mov",
  "interpolation_factor": 2
}
Input Parameters
video (required) Type: string
input video
interpolation_factor Type: integerDefault: 4
interpolation factor. 4 means generate 4 intermediate frames for each input frame
Output Schema

Output

Type: string • Format: uri

Example Execution Logs 
predict
Loaded v3.x HD model.
/tmp/tmpn1xr0wpiacidtho.mp4, 99.0 frames in total, 24.08905651195328FPS to 96.35622604781312FPS
The audio will be merged after interpolation process
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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, mov,mp4,m4a,3gp,3g2,mj2, from '/tmp/tmpn1xr0wpiacidtho.mov':
Metadata:
major_brand     : qt
minor_version   : 0
compatible_brands: qt
creation_time   : 2023-01-20T14:51:31.000000Z
Duration: 00:00:04.11, start: 0.000000, bitrate: 1781 kb/s
Stream #0:0(und): Audio: aac (LC) (mp4a / 0x6134706D), 44100 Hz, stereo, fltp, 125 kb/s (default)
Metadata:
creation_time   : 2023-01-20T14:51:31.000000Z
handler_name    : Core Media Audio
Stream #0:1(und): Video: h264 (Main) (avc1 / 0x31637661), yuv420p(tv, smpte170m/smpte170m/bt709), 640x360, 1646 kb/s, 24.09 fps, 23.98 tbr, 24k tbn, 48k tbc (default)
Metadata:
creation_time   : 2023-01-20T14:51:31.000000Z
handler_name    : Core Media Video
encoder         : H.264
Output #0, matroska, to './temp/audio.mkv':
Metadata:
major_brand     : qt
minor_version   : 0
compatible_brands: qt
encoder         : Lavf58.29.100
Stream #0:0(und): Audio: aac (LC) ([255][0][0][0] / 0x00FF), 44100 Hz, stereo, fltp, 125 kb/s (default)
Metadata:
creation_time   : 2023-01-20T14:51:31.000000Z
handler_name    : Core Media Audio
Stream mapping:
Stream #0:0 -> #0:0 (copy)
Press [q] to stop, [?] for help
size=      66kB time=00:00:04.10 bitrate= 131.9kbits/s speed= 199x
video:0kB audio:64kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: 3.068213%
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/interpolated_noaudio.mp4':
Metadata:
major_brand     : isom
minor_version   : 512
compatible_brands: isomiso2mp41
encoder         : Lavf58.35.100
Duration: 00:00:04.08, start: 0.000000, bitrate: 3148 kb/s
Stream #0:0(und): Video: mpeg4 (Simple Profile) (mp4v / 0x7634706D), yuv420p, 640x360 [SAR 1:1 DAR 16:9], 3143 kb/s, 96.36 fps, 96.36 tbr, 96356 tbn, 24089 tbc (default)
Metadata:
handler_name    : VideoHandler
Input #1, matroska,webm, from './temp/audio.mkv':
Metadata:
COMPATIBLE_BRANDS: qt
MAJOR_BRAND     : qt
MINOR_VERSION   : 0
ENCODER         : Lavf58.29.100
Duration: 00:00:04.16, start: 0.000000, bitrate: 130 kb/s
Stream #1:0: Audio: aac (LC), 44100 Hz, stereo, fltp (default)
Metadata:
HANDLER_NAME    : Core Media Audio
DURATION        : 00:00:04.157000000
Output #0, mp4, to '/tmp/interpolated.mp4':
Metadata:
major_brand     : isom
minor_version   : 512
compatible_brands: isomiso2mp41
encoder         : Lavf58.29.100
Stream #0:0(und): Video: mpeg4 (Simple Profile) (mp4v / 0x7634706D), yuv420p, 640x360 [SAR 1:1 DAR 16:9], q=2-31, 3143 kb/s, 96.36 fps, 96.36 tbr, 96356 tbn, 96356 tbc (default)
Metadata:
handler_name    : VideoHandler
Stream #0:1: Audio: aac (LC) (mp4a / 0x6134706D), 44100 Hz, stereo, fltp (default)
Metadata:
HANDLER_NAME    : Core Media Audio
DURATION        : 00:00:04.157000000
Stream mapping:
Stream #0:0 -> #0:0 (copy)
Stream #1:0 -> #0:1 (copy)
Press [q] to stop, [?] for help
frame=  393 fps=0.0 q=-1.0 Lsize=    1635kB time=00:00:04.15 bitrate=3223.2kbits/s speed= 578x
video:1565kB audio:64kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: 0.379001%
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/interpolated.mp4':
Metadata:
major_brand     : isom
minor_version   : 512
compatible_brands: isomiso2mp41
encoder         : Lavf58.29.100
Duration: 00:00:04.18, start: 0.000000, bitrate: 3205 kb/s
Stream #0:0(und): Video: mpeg4 (Simple Profile) (mp4v / 0x7634706D), yuv420p, 640x360 [SAR 1:1 DAR 16:9], 3143 kb/s, 96.36 fps, 96.36 tbr, 96356 tbn, 24089 tbc (default)
Metadata:
handler_name    : VideoHandler
Stream #0:1(und): Audio: aac (LC) (mp4a / 0x6134706D), 44100 Hz, stereo, fltp, 125 kb/s (default)
Metadata:
handler_name    : Core Media Audio
Stream mapping:
Stream #0:0 -> #0:0 (mpeg4 (native) -> h264 (libx264))
Stream #0:1 -> #0:1 (aac (native) -> aac (native))
Press [q] to stop, [?] for help
[libx264 @ 0x55b57e0935c0] using SAR=1/1
[libx264 @ 0x55b57e0935c0] using cpu capabilities: MMX2 SSE2Fast SSSE3 SSE4.2 AVX FMA3 BMI2 AVX2
[libx264 @ 0x55b57e0935c0] profile High, level 3.1
[libx264 @ 0x55b57e0935c0] 264 - core 155 r2917 0a84d98 - H.264/MPEG-4 AVC codec - Copyleft 2003-2018 - http://www.videolan.org/x264.html - options: cabac=1 ref=5 deblock=1:0:0 analyse=0x3:0x113 me=hex subme=8 psy=1 psy_rd=1.00:0.00 mixed_ref=1 me_range=16 chroma_me=1 trellis=2 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=3 weightb=1 open_gop=0 weightp=2 keyint=250 keyint_min=25 scenecut=40 intra_refresh=0 rc_lookahead=50 rc=crf mbtree=1 crf=20.0 qcomp=0.60 qpmin=0 qpmax=69 qpstep=4 ip_ratio=1.40 aq=1:1.00
Output #0, mp4, to '/tmp/interpolated_2x.mp4':
Metadata:
major_brand     : isom
minor_version   : 512
compatible_brands: isomiso2mp41
encoder         : Lavf58.29.100
Stream #0:0(und): Video: h264 (libx264) (avc1 / 0x31637661), yuv420p, 640x360 [SAR 1:1 DAR 16:9], q=-1--1, 96.36 fps, 24089 tbn, 96.36 tbc (default)
Metadata:
handler_name    : VideoHandler
encoder         : Lavc58.54.100 libx264
Side data:
cpb: bitrate max/min/avg: 0/0/0 buffer size: 0 vbv_delay: -1
Stream #0:1(und): Audio: aac (LC) (mp4a / 0x6134706D), 44100 Hz, stereo, fltp, 128 kb/s (default)
Metadata:
handler_name    : Core Media Audio
encoder         : Lavc58.54.100 aac
frame=  111 fps=0.0 q=30.0 size=       0kB time=00:00:01.20 bitrate=   0.3kbits/s speed=2.37x
frame=  218 fps=215 q=30.0 size=       0kB time=00:00:02.32 bitrate=   0.2kbits/s speed=2.29x
frame=  315 fps=207 q=30.0 size=     256kB time=00:00:03.32 bitrate= 631.7kbits/s speed=2.19x
[mp4 @ 0x55b57e0a8dc0] Starting second pass: moving the moov atom to the beginning of the file
frame=  393 fps=179 q=-1.0 Lsize=     449kB time=00:00:04.17 bitrate= 880.1kbits/s speed= 1.9x
video:372kB audio:68kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: 2.012863%
[libx264 @ 0x55b57e0935c0] frame I:2     Avg QP:21.75  size:  7820
[libx264 @ 0x55b57e0935c0] frame P:129   Avg QP:22.82  size:  2025
[libx264 @ 0x55b57e0935c0] frame B:262   Avg QP:24.02  size:   395
[libx264 @ 0x55b57e0935c0] consecutive B-frames: 10.2%  2.5%  0.8% 86.5%
[libx264 @ 0x55b57e0935c0] mb I  I16..4: 29.4% 59.5% 11.1%
[libx264 @ 0x55b57e0935c0] mb P  I16..4:  4.2%  9.1%  0.2%  P16..4: 38.6%  7.3%  3.4%  0.0%  0.0%    skip:37.1%
[libx264 @ 0x55b57e0935c0] mb B  I16..4:  0.5%  0.7%  0.0%  B16..8: 34.6%  0.8%  0.0%  direct: 0.2%  skip:63.2%  L0:45.8% L1:52.5% BI: 1.7%
[libx264 @ 0x55b57e0935c0] 8x8 transform intra:65.6% inter:75.4%
[libx264 @ 0x55b57e0935c0] direct mvs  spatial:97.7% temporal:2.3%
[libx264 @ 0x55b57e0935c0] coded y,uvDC,uvAC intra: 30.3% 44.1% 3.3% inter: 2.4% 5.1% 0.1%
[libx264 @ 0x55b57e0935c0] i16 v,h,dc,p: 22% 50% 19%  9%
[libx264 @ 0x55b57e0935c0] i8 v,h,dc,ddl,ddr,vr,hd,vl,hu: 19% 28% 45%  2%  1%  1%  1%  1%  3%
[libx264 @ 0x55b57e0935c0] i4 v,h,dc,ddl,ddr,vr,hd,vl,hu: 37% 35% 14%  2%  2%  2%  3%  2%  2%
[libx264 @ 0x55b57e0935c0] i8c dc,h,v,p: 39% 37% 21%  3%
[libx264 @ 0x55b57e0935c0] Weighted P-Frames: Y:0.0% UV:0.0%
[libx264 @ 0x55b57e0935c0] ref P L0: 63.1% 10.0% 17.2%  5.2%  3.7%  0.7%
[libx264 @ 0x55b57e0935c0] ref B L0: 80.9% 14.5%  3.7%  0.9%
[libx264 @ 0x55b57e0935c0] ref B L1: 93.3%  6.7%
[libx264 @ 0x55b57e0935c0] kb/s:746.20
[aac @ 0x55b57e078640] Qavg: 1051.758
total 96
-rw-rw-r-- 1 root root  3276 Jan 19 13:38 Colab_demo.ipynb
-rw-rw-r-- 1 root root  1066 Jan 19 13:38 LICENSE
-rw-rw-r-- 1 root root  9766 Jan 19 13:38 README.md
drwxr-xr-x 1 root root  4096 Jan 20 15:26 __pycache__
drwxrwxr-x 2 root root  4096 Jan 20 15:22 benchmark
-rw-rw-r-- 1 root root   860 Jan 19 14:34 cog.yaml
-rw-rw-r-- 1 root root  4337 Jan 19 13:38 dataset.py
drwxrwxr-x 2 root root  4096 Jan 20 15:22 demo
drwxrwxr-x 2 root root  4096 Jan 20 15:22 docker
-rw-rw-r-- 1 root root  4187 Jan 19 13:38 inference_img.py
-rw-rw-r-- 1 root root 11184 Jan 20 14:15 inference_video.py
drwxrwxr-x 5 root root  4096 Jan 20 15:22 model
-rw-rw-r-- 1 root root  1191 Jan 20 15:23 predict.py
-rw-rw-r-- 1 root root   110 Jan 19 13:38 requirements.txt
-rw-rw-r-- 1 root root  7217 Jan 19 13:38 train.py
drwxr-xr-x 1 root root  4096 Jan 20 15:22 train_log
total 4464
-rw-r--r-- 1 root root   40181 Jan 19 21:10 cog-0.0.1.dev-py3-none-any.whl
-rw-r--r-- 1 root root 1674656 Jan 20 15:26 interpolated.mp4
-rw-r--r-- 1 root root  459824 Jan 20 15:26 interpolated_2x.mp4
-rw-r--r-- 1 root root  918913 Jan 19 21:12 python-build.20230119211018.206.log
-rw------- 1 root root   14560 Jan 19 21:10 python-patch.HnY0l8
-rw-r--r-- 1 root root     129 Jan 19 21:10 requirements.txt
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-rw------- 1 root root  915373 Jan 20 15:26 tmpn1xr0wpiacidtho.mov
-rw------- 1 root root  265969 Jan 19 21:12 tmpp3wa944t
Version Details
Version ID
e4df805c481234a312c9e28f862ea0fb70bc01c9deb0e1fcd2965a2e5d866d52
Version Created
July 31, 2023
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