lucataco/vid2densepose 🖼️ → 🖼️

▶️ 6.5K runs 📅 Dec 2023 ⚙️ Cog 0.8.6 🔗 GitHub ⚖️ License
pose-estimation video-to-video

About

Convert your videos to DensePose and use it with MagicAnimate

Example Output

Output

Performance Metrics

30.14s Prediction Time
42.10s Total Time
Input Parameters
input_video (required) Type: string
Input video path
Output Schema

Output

Type: stringFormat: uri

Example Execution Logs
/root/.pyenv/versions/3.10.13/lib/python3.10/site-packages/torch/functional.py:504: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at ../aten/src/ATen/native/TensorShape.cpp:3483.)
return _VF.meshgrid(tensors, **kwargs)  # type: ignore[attr-defined]
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/output_video.mp4':
Metadata:
major_brand     : isom
minor_version   : 512
compatible_brands: isomiso2mp41
encoder         : Lavf59.27.100
Duration: 00:00:12.23, start: 0.000000, bitrate: 4876 kb/s
Stream #0:0(und): Video: mpeg4 (Simple Profile) (mp4v / 0x7634706D), yuv420p, 576x1024 [SAR 1:1 DAR 9:16], 4875 kb/s, 30 fps, 30 tbr, 15360 tbn, 30 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 @ 0x5591c57140c0] using SAR=1/1
[libx264 @ 0x5591c57140c0] using cpu capabilities: MMX2 SSE2Fast SSSE3 SSE4.2 AVX FMA3 BMI2 AVX2
[libx264 @ 0x5591c57140c0] profile High, level 3.1, 4:2:0, 8-bit
[libx264 @ 0x5591c57140c0] 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=25 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/converted.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), 576x1024 [SAR 1:1 DAR 9:16], q=2-31, 30 fps, 15360 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=  235 fps=0.0 q=29.0 size=     512kB time=00:00:05.76 bitrate= 727.4kbits/s speed=11.2x
frame=  367 fps=0.0 q=-1.0 Lsize=    1235kB time=00:00:12.13 bitrate= 833.7kbits/s speed=13.2x
video:1230kB audio:0kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: 0.414635%
[libx264 @ 0x5591c57140c0] frame I:2     Avg QP:15.98  size: 10556
[libx264 @ 0x5591c57140c0] frame P:96    Avg QP:24.03  size:  5304
[libx264 @ 0x5591c57140c0] frame B:269   Avg QP:27.41  size:  2707
[libx264 @ 0x5591c57140c0] consecutive B-frames:  1.1%  1.1%  7.4% 90.5%
[libx264 @ 0x5591c57140c0] mb I  I16..4: 54.8% 35.1% 10.1%
[libx264 @ 0x5591c57140c0] mb P  I16..4:  2.1%  6.9%  2.3%  P16..4:  6.1%  5.2%  1.9%  0.0%  0.0%    skip:75.4%
[libx264 @ 0x5591c57140c0] mb B  I16..4:  0.5%  0.6%  0.4%  B16..8: 12.8%  6.0%  1.0%  direct: 0.5%  skip:78.3%  L0:52.8% L1:45.7% BI: 1.5%
[libx264 @ 0x5591c57140c0] 8x8 transform intra:53.4% inter:15.5%
[libx264 @ 0x5591c57140c0] coded y,uvDC,uvAC intra: 12.2% 42.8% 37.0% inter: 1.8% 4.5% 3.0%
[libx264 @ 0x5591c57140c0] i16 v,h,dc,p: 79% 15%  5%  0%
[libx264 @ 0x5591c57140c0] i8 v,h,dc,ddl,ddr,vr,hd,vl,hu: 21%  8% 67%  1%  1%  1%  1%  0%  0%
[libx264 @ 0x5591c57140c0] i4 v,h,dc,ddl,ddr,vr,hd,vl,hu: 31% 15% 38%  3%  2%  4%  2%  3%  2%
[libx264 @ 0x5591c57140c0] i8c dc,h,v,p: 54% 17% 27%  2%
[libx264 @ 0x5591c57140c0] Weighted P-Frames: Y:0.0% UV:0.0%
[libx264 @ 0x5591c57140c0] ref P L0: 56.3%  3.4% 24.7% 15.6%
[libx264 @ 0x5591c57140c0] ref B L0: 82.0% 14.4%  3.6%
[libx264 @ 0x5591c57140c0] ref B L1: 93.3%  6.7%
[libx264 @ 0x5591c57140c0] kb/s:822.99
Version Details
Version ID
9a70781b13ecafe3b49c98aa7f24373cbe7589f79605c9b48b3c77496a8a1361
Version Created
December 6, 2023
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