lucataco/depth-anything-video-sbs 🔢🖼️❓ → 🖼️
About
POC implementation of Depth-anything to produce a 3D SBS video

Example Output
Output
Performance Metrics
104.39s
Prediction Time
104.46s
Total Time
All Input Parameters
{ "ipd": 6.34, "video": "https://replicate.delivery/pbxt/KSF1kXgU3qDkCwcH24bBK1LeNUu3J7AUtuXSbxqk8K43Y6ZC/wooly-720p.mp4", "encoder": "vits" }
Input Parameters
- ipd
- Interpupillary distance
- video (required)
- Input video
- encoder
- Model type
Output Schema
Output
Example Execution Logs
Processing depth frames /tmp/tmpdznn39ecwooly-720p.mp4 /root/.pyenv/versions/3.11.8/lib/python3.11/site-packages/transformers/pipelines/base.py:1123: UserWarning: You seem to be using the pipelines sequentially on GPU. In order to maximize efficiency please use a dataset warnings.warn( 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, image2, from '/tmp/stereo/%d.jpg': Duration: 00:00:12.00, start: 0.000000, bitrate: N/A Stream #0:0: Video: mjpeg (Baseline), yuvj420p(pc, bt470bg/unknown/unknown), 2560x720 [SAR 1:1 DAR 32:9], 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 @ 0x55f449d96b80] deprecated pixel format used, make sure you did set range correctly [libx264 @ 0x55f449bb6800] using SAR=1/1 [libx264 @ 0x55f449bb6800] using cpu capabilities: MMX2 SSE2Fast SSSE3 SSE4.2 AVX FMA3 BMI2 AVX2 [libx264 @ 0x55f449bb6800] profile High, level 4.0, 4:2:0, 8-bit [libx264 @ 0x55f449bb6800] 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/output.mp4': Metadata: encoder : Lavf58.76.100 Stream #0:0: Video: h264 (avc1 / 0x31637661), yuv420p(tv, bt470bg/unknown/unknown, progressive), 2560x720 [SAR 1:1 DAR 32:9], q=2-31, 30 fps, 15360 tbn Metadata: 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=N/A frame= 45 fps=0.0 q=0.0 size= 0kB time=00:00:00.00 bitrate=N/A speed= 0x frame= 78 fps= 77 q=29.0 size= 512kB time=00:00:00.53 bitrate=7864.1kbits/s speed=0.528x frame= 123 fps= 81 q=29.0 size= 1280kB time=00:00:02.03 bitrate=5157.0kbits/s speed=1.34x frame= 168 fps= 83 q=29.0 size= 2048kB time=00:00:03.53 bitrate=4748.3kbits/s speed=1.75x frame= 212 fps= 84 q=29.0 size= 2816kB time=00:00:05.00 bitrate=4613.8kbits/s speed=1.98x frame= 256 fps= 85 q=29.0 size= 3840kB time=00:00:06.46 bitrate=4864.5kbits/s speed=2.13x frame= 296 fps= 83 q=26.0 size= 4864kB time=00:00:07.80 bitrate=5108.5kbits/s speed=2.19x frame= 300 fps= 76 q=-1.0 Lsize= 6486kB time=00:00:09.90 bitrate=5366.9kbits/s speed=2.49x video:6481kB audio:0kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: 0.068886% [libx264 @ 0x55f449bb6800] frame I:2 Avg QP:21.73 size:306198 [libx264 @ 0x55f449bb6800] frame P:76 Avg QP:23.74 size: 63982 [libx264 @ 0x55f449bb6800] frame B:222 Avg QP:28.58 size: 5231 [libx264 @ 0x55f449bb6800] consecutive B-frames: 1.3% 0.0% 0.0% 98.7% [libx264 @ 0x55f449bb6800] mb I I16..4: 14.3% 55.8% 29.9% [libx264 @ 0x55f449bb6800] mb P I16..4: 1.8% 2.6% 0.6% P16..4: 39.0% 22.6% 18.1% 0.0% 0.0% skip:15.3% [libx264 @ 0x55f449bb6800] mb B I16..4: 0.0% 0.0% 0.0% B16..8: 32.8% 2.8% 0.6% direct: 0.9% skip:62.8% L0:45.2% L1:46.0% BI: 8.8% [libx264 @ 0x55f449bb6800] 8x8 transform intra:53.5% inter:55.8% [libx264 @ 0x55f449bb6800] coded y,uvDC,uvAC intra: 49.5% 52.0% 8.4% inter: 12.1% 5.8% 0.0% [libx264 @ 0x55f449bb6800] i16 v,h,dc,p: 15% 31% 10% 44% [libx264 @ 0x55f449bb6800] i8 v,h,dc,ddl,ddr,vr,hd,vl,hu: 18% 17% 28% 4% 7% 8% 7% 5% 7% [libx264 @ 0x55f449bb6800] i4 v,h,dc,ddl,ddr,vr,hd,vl,hu: 17% 17% 11% 5% 12% 11% 11% 7% 8% [libx264 @ 0x55f449bb6800] i8c dc,h,v,p: 56% 23% 17% 4% [libx264 @ 0x55f449bb6800] Weighted P-Frames: Y:0.0% UV:0.0% [libx264 @ 0x55f449bb6800] ref P L0: 55.8% 17.3% 19.9% 6.9% [libx264 @ 0x55f449bb6800] ref B L0: 90.7% 8.0% 1.3% [libx264 @ 0x55f449bb6800] ref B L1: 97.2% 2.8% [libx264 @ 0x55f449bb6800] kb/s:5309.08 Time taken for the whole run: 101.9380567073822 seconds
Version Details
- Version ID
4f5b3a0a3f9162241ae530f78bae4db053bf1fd58165c2a789114593655fe455
- Version Created
- February 23, 2024