bytedance/sa2va-4b-video 🖼️📝🔢 → ❓
About
Sa2VA: Marrying SAM2 with LLaVA for Dense Grounded Understanding of Images and Videos

Example Output
Output
{"response":"Sure, [SEG].<|end|>","masked_video":"https://replicate.delivery/xezq/ZqEKd3Gu29bzDRseblqs0gdwVLOShebPgSbplhFKglA4VQSUA/masked_video.mp4"}
Performance Metrics
17.08s
Prediction Time
17.08s
Total Time
All Input Parameters
{ "video": "https://replicate.delivery/pbxt/MXbMlgO6lBD93p0OZrWjcQzRrGa3tuns7q7Si64C15pNs4yT/flower-6.mp4", "instruction": "Segment the flower", "frame_interval": 4 }
Input Parameters
- video (required)
- Input video for segmentation
- instruction (required)
- Text instruction for the model
- frame_interval
- Frame interval for processing
Output Schema
- response
- Response
- masked_video
- Masked Video
Example Execution Logs
propagate in video: 0%| | 0/45 [00:00<?, ?it/s] propagate in video: 18%|█▊ | 8/45 [00:00<00:00, 73.20it/s] propagate in video: 36%|███▌ | 16/45 [00:00<00:00, 37.01it/s] propagate in video: 47%|████▋ | 21/45 [00:00<00:00, 32.92it/s] propagate in video: 56%|█████▌ | 25/45 [00:00<00:00, 30.94it/s] propagate in video: 64%|██████▍ | 29/45 [00:00<00:00, 29.67it/s] propagate in video: 73%|███████▎ | 33/45 [00:01<00:00, 28.79it/s] propagate in video: 80%|████████ | 36/45 [00:01<00:00, 28.28it/s] propagate in video: 87%|████████▋ | 39/45 [00:01<00:00, 27.86it/s] propagate in video: 93%|█████████▎| 42/45 [00:01<00:00, 27.66it/s] propagate in video: 100%|██████████| 45/45 [00:01<00:00, 27.39it/s] propagate in video: 100%|██████████| 45/45 [00:01<00:00, 30.44it/s] 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, avi, from '/tmp/output/temp_masked.avi': Metadata: software : Lavf59.27.100 Duration: 00:00:06.04, start: 0.000000, bitrate: 2362 kb/s Stream #0:0: Video: mjpeg (Baseline) (MJPG / 0x47504A4D), yuvj420p(pc, bt470bg/unknown/unknown), 1920x1080, 2403 kb/s, 7.45 fps, 7.45 tbr, 7.45 tbn, 7.45 tbc Stream mapping: Stream #0:0 -> #0:0 (mjpeg (native) -> h264 (libx264)) Press [q] to stop, [?] for help [swscaler @ 0x5dcaa0724e00] deprecated pixel format used, make sure you did set range correctly [libx264 @ 0x5dcaa06eaf80] using cpu capabilities: MMX2 SSE2Fast SSSE3 SSE4.2 AVX FMA3 BMI2 AVX2 AVX512 [libx264 @ 0x5dcaa06eaf80] profile High, level 4.0, 4:2:0, 8-bit [libx264 @ 0x5dcaa06eaf80] 264 - core 163 r3060 5db6aa6 - H.264/MPEG-4 AVC codec - Copyleft 2003-2021 - http://www.videolan.org/x264.html - options: cabac=1 ref=2 deblock=1:0:0 analyse=0x3:0x113 me=hex subme=6 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=1 keyint=250 keyint_min=7 scenecut=40 intra_refresh=0 rc_lookahead=30 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/masked_video.mp4': Metadata: software : Lavf59.27.100 encoder : Lavf58.76.100 Stream #0:0: Video: h264 (avc1 / 0x31637661), yuv420p(tv, bt470bg/unknown/unknown, progressive), 1920x1080, q=2-31, 7.45 fps, 14906 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=-1.0 Lsize= 248kB time=00:00:05.63 bitrate= 360.2kbits/s speed=9.76x video:246kB audio:0kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: 0.556042% [libx264 @ 0x5dcaa06eaf80] frame I:1 Avg QP:18.58 size: 9682 [libx264 @ 0x5dcaa06eaf80] frame P:12 Avg QP:25.95 size: 6920 [libx264 @ 0x5dcaa06eaf80] frame B:32 Avg QP:28.12 size: 4966 [libx264 @ 0x5dcaa06eaf80] consecutive B-frames: 2.2% 8.9% 0.0% 88.9% [libx264 @ 0x5dcaa06eaf80] mb I I16..4: 20.8% 76.1% 3.1% [libx264 @ 0x5dcaa06eaf80] mb P I16..4: 0.5% 2.7% 1.2% P16..4: 3.7% 1.4% 0.6% 0.0% 0.0% skip:89.9% [libx264 @ 0x5dcaa06eaf80] mb B I16..4: 0.4% 0.0% 0.1% B16..8: 3.6% 2.5% 0.6% direct: 0.2% skip:92.5% L0:51.3% L1:44.9% BI: 3.8% [libx264 @ 0x5dcaa06eaf80] 8x8 transform intra:63.5% inter:2.9% [libx264 @ 0x5dcaa06eaf80] coded y,uvDC,uvAC intra: 6.3% 0.0% 0.0% inter: 0.9% 0.0% 0.0% [libx264 @ 0x5dcaa06eaf80] i16 v,h,dc,p: 78% 13% 9% 0% [libx264 @ 0x5dcaa06eaf80] i8 v,h,dc,ddl,ddr,vr,hd,vl,hu: 44% 3% 53% 0% 0% 0% 0% 0% 0% [libx264 @ 0x5dcaa06eaf80] i4 v,h,dc,ddl,ddr,vr,hd,vl,hu: 25% 17% 42% 3% 2% 3% 2% 3% 3% [libx264 @ 0x5dcaa06eaf80] i8c dc,h,v,p: 100% 0% 0% 0% [libx264 @ 0x5dcaa06eaf80] Weighted P-Frames: Y:0.0% UV:0.0% [libx264 @ 0x5dcaa06eaf80] ref P L0: 70.6% 29.4% [libx264 @ 0x5dcaa06eaf80] ref B L0: 85.7% 14.3% [libx264 @ 0x5dcaa06eaf80] ref B L1: 92.3% 7.7% [libx264 @ 0x5dcaa06eaf80] kb/s:333.40
Version Details
- Version ID
12093a2cbbd53848e1033678c0f9bc89ff9c0a390a2c416a885cb3715b9926bd
- Version Created
- February 22, 2025