zsxkib/bsrgan 🖼️❓ → 🖼️
About
Upscale videos + images with BSRGAN
Example Output
Output
Performance Metrics
297.58s
Prediction Time
343.66s
Total Time
All Input Parameters
{
"input_file": "https://replicate.delivery/pbxt/MPGAkROUQF413Yny4nIJorSNeXJUe3MH4osfmX66x4nIrQ0w/360flowers.mp4",
"scale_factor": 4
}
Input Parameters
- input_file (required)
- Input image or video file
- scale_factor
- Upscaling factor (2x or 4x)
Output Schema
Output
Example Execution Logs
[3, 3, 64, 23, 32, 4] Input video frame rate: 29.97 fps 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/tmpczjtvkiw360flowers.mp4': Metadata: major_brand : mp42 minor_version : 1 compatible_brands: isommp41mp42 creation_time : 2025-01-29T14:17:56.000000Z Duration: 00:00:15.36, start: 0.000000, bitrate: 1322 kb/s Stream #0:0(und): Video: h264 (Main) (avc1 / 0x31637661), yuv420p(tv, bt709), 640x360 [SAR 1:1 DAR 16:9], 1152 kb/s, 29.97 fps, 29.97 tbr, 30k tbn, 59.94 tbc (default) Metadata: creation_time : 2025-01-29T14:17:56.000000Z handler_name : Core Media Video vendor_id : [0][0][0][0] Stream #0:1(eng): Audio: aac (LC) (mp4a / 0x6134706D), 44100 Hz, stereo, fltp, 127 kb/s (default) Metadata: creation_time : 2025-01-29T14:17:56.000000Z handler_name : Core Media Audio vendor_id : [0][0][0][0] Stream mapping: Stream #0:0 -> #0:0 (h264 (native) -> png (native)) Press [q] to stop, [?] for help Output #0, image2, to '/tmp/tmpvxit0eej/frames/frame_%04d.png': Metadata: major_brand : mp42 minor_version : 1 compatible_brands: isommp41mp42 encoder : Lavf58.76.100 Stream #0:0(und): Video: png, rgb24(pc, gbr/bt709/bt709, progressive), 640x360 [SAR 1:1 DAR 16:9], q=2-31, 200 kb/s, 29.97 fps, 29.97 tbn (default) Metadata: creation_time : 2025-01-29T14:17:56.000000Z handler_name : Core Media Video vendor_id : [0][0][0][0] encoder : Lavc58.134.100 png frame= 1 fps=0.0 q=0.0 size=N/A time=00:00:00.00 bitrate=N/A speed= 0x frame= 148 fps=0.0 q=-0.0 size=N/A time=00:00:03.20 bitrate=N/A speed=6.23x frame= 302 fps=293 q=-0.0 size=N/A time=00:00:08.30 bitrate=N/A speed=8.07x frame= 441 fps=288 q=-0.0 size=N/A time=00:00:12.94 bitrate=N/A speed=8.44x frame= 461 fps=283 q=-0.0 Lsize=N/A time=00:00:15.38 bitrate=N/A speed=9.44x video:242321kB audio:0kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: unknown Processing frames: 0%| | 0/461 [00:00<?, ?it/s] Processing frames: 0%| | 1/461 [00:00<05:29, 1.40it/s] Processing frames: 0%| | 2/461 [00:01<04:59, 1.53it/s] Processing frames: 1%| | 3/461 [00:01<04:49, 1.58it/s] Processing frames: 1%| | 4/461 [00:02<04:49, 1.58it/s] Processing frames: 1%| | 5/461 [00:03<04:45, 1.60it/s] Processing frames: 1%|▏ | 6/461 [00:03<04:43, 1.61it/s] Processing frames: 2%|▏ | 7/461 [00:04<04:41, 1.61it/s] Processing frames: 2%|▏ | 8/461 [00:05<04:39, 1.62it/s] Processing 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1.63it/s] Processing frames: 98%|█████████▊| 451/461 [04:41<00:06, 1.63it/s] Processing frames: 98%|█████████▊| 452/461 [04:42<00:05, 1.62it/s] Processing frames: 98%|█████████▊| 453/461 [04:42<00:04, 1.62it/s] Processing frames: 98%|█████████▊| 454/461 [04:43<00:04, 1.63it/s] Processing frames: 99%|█████████▊| 455/461 [04:44<00:03, 1.62it/s] Processing frames: 99%|█████████▉| 456/461 [04:44<00:03, 1.62it/s] Processing frames: 99%|█████████▉| 457/461 [04:45<00:02, 1.62it/s] Processing frames: 99%|█████████▉| 458/461 [04:45<00:01, 1.62it/s] Processing frames: 100%|█████████▉| 459/461 [04:46<00:01, 1.63it/s] Processing frames: 100%|█████████▉| 460/461 [04:47<00:00, 1.62it/s] Processing frames: 100%|██████████| 461/461 [04:47<00:00, 1.62it/s] Processing frames: 100%|██████████| 461/461 [04:47<00:00, 1.60it/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, image2, from '/tmp/tmpvxit0eej/processed/frame_%04d.png': Duration: 00:00:15.38, start: 0.000000, bitrate: N/A Stream #0:0: Video: png, rgb24(pc), 2560x1440, 29.97 fps, 29.97 tbr, 29.97 tbn, 29.97 tbc Input #1, mov,mp4,m4a,3gp,3g2,mj2, from '/tmp/tmpczjtvkiw360flowers.mp4': Metadata: major_brand : mp42 minor_version : 1 compatible_brands: isommp41mp42 creation_time : 2025-01-29T14:17:56.000000Z Duration: 00:00:15.36, start: 0.000000, bitrate: 1322 kb/s Stream #1:0(und): Video: h264 (Main) (avc1 / 0x31637661), yuv420p(tv, bt709), 640x360 [SAR 1:1 DAR 16:9], 1152 kb/s, 29.97 fps, 29.97 tbr, 30k tbn, 59.94 tbc (default) Metadata: creation_time : 2025-01-29T14:17:56.000000Z handler_name : Core Media Video vendor_id : [0][0][0][0] Stream #1:1(eng): Audio: aac (LC) (mp4a / 0x6134706D), 44100 Hz, stereo, fltp, 127 kb/s (default) Metadata: creation_time : 2025-01-29T14:17:56.000000Z handler_name : Core Media Audio vendor_id : [0][0][0][0] Stream mapping: Stream #0:0 -> #0:0 (png (native) -> h264 (libx264)) Stream #1:1 -> #0:1 (copy) Press [q] to stop, [?] for help [libx264 @ 0x606c6ce52140] using cpu capabilities: MMX2 SSE2Fast SSSE3 SSE4.2 AVX FMA3 BMI2 AVX2 AVX512 [libx264 @ 0x606c6ce52140] profile Constrained Baseline, level 5.0, 4:2:0, 8-bit [libx264 @ 0x606c6ce52140] 264 - core 163 r3060 5db6aa6 - H.264/MPEG-4 AVC codec - Copyleft 2003-2021 - http://www.videolan.org/x264.html - options: cabac=0 ref=1 deblock=0:0:0 analyse=0:0 me=dia subme=0 psy=1 psy_rd=1.00:0.00 mixed_ref=0 me_range=16 chroma_me=1 trellis=0 8x8dct=0 cqm=0 deadzone=21,11 fast_pskip=1 chroma_qp_offset=0 threads=15 lookahead_threads=2 sliced_threads=0 nr=0 decimate=1 interlaced=0 bluray_compat=0 constrained_intra=0 bframes=0 weightp=0 keyint=250 keyint_min=25 scenecut=0 intra_refresh=0 rc=crf mbtree=0 crf=23.0 qcomp=0.60 qpmin=0 qpmax=69 qpstep=4 ip_ratio=1.40 aq=0 Output #0, mp4, to 'output.mp4': Metadata: encoder : Lavf58.76.100 Stream #0:0: Video: h264 (avc1 / 0x31637661), yuv420p(tv, progressive), 2560x1440, q=2-31, 29.97 fps, 11988 tbn Metadata: encoder : Lavc58.134.100 libx264 Side data: cpb: bitrate max/min/avg: 0/0/0 buffer size: 0 vbv_delay: N/A Stream #0:1(eng): Audio: aac (LC) (mp4a / 0x6134706D), 44100 Hz, stereo, fltp, 127 kb/s (default) Metadata: creation_time : 2025-01-29T14:17:56.000000Z handler_name : Core Media Audio vendor_id : [0][0][0][0] frame= 1 fps=0.0 q=0.0 size= 0kB time=00:00:00.00 bitrate=N/A speed= 0x frame= 32 fps=0.0 q=29.0 size= 3072kB time=00:00:00.50 bitrate=50273.7kbits/s speed=0.738x [image2 @ 0x606c6ce319c0] Thread message queue blocking; consider raising the thread_queue_size option (current value: 8) frame= 67 fps= 56 q=29.0 size= 9728kB time=00:00:01.68 bitrate=47423.6kbits/s speed=1.41x frame= 102 fps= 60 q=28.0 size= 15872kB time=00:00:02.84 bitrate=45760.0kbits/s speed=1.68x frame= 137 fps= 62 q=28.0 size= 22016kB time=00:00:04.00 bitrate=45042.8kbits/s speed=1.82x frame= 172 fps= 63 q=29.0 size= 28160kB time=00:00:05.17 bitrate=44603.7kbits/s speed=1.91x frame= 207 fps= 64 q=28.0 size= 34816kB time=00:00:06.34 bitrate=44932.1kbits/s speed=1.98x frame= 241 fps= 65 q=28.0 size= 40960kB time=00:00:07.48 bitrate=44826.4kbits/s speed=2.01x frame= 276 fps= 65 q=28.0 size= 47360kB time=00:00:08.64 bitrate=44871.0kbits/s speed=2.04x frame= 312 fps= 66 q=29.0 size= 54016kB time=00:00:09.85 bitrate=44906.2kbits/s speed=2.08x frame= 346 fps= 66 q=29.0 size= 60160kB time=00:00:10.97 bitrate=44893.7kbits/s speed=2.09x frame= 380 fps= 66 q=28.0 size= 66560kB time=00:00:12.11 bitrate=45017.4kbits/s speed= 2.1x frame= 415 fps= 66 q=28.0 size= 73216kB time=00:00:13.29 bitrate=45129.2kbits/s speed=2.11x frame= 451 fps= 66 q=28.0 size= 79616kB time=00:00:14.48 bitrate=45038.6kbits/s speed=2.13x frame= 461 fps= 67 q=-1.0 Lsize= 84549kB time=00:00:15.35 bitrate=45101.8kbits/s speed=2.22x video:84294kB audio:241kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: 0.016658% [libx264 @ 0x606c6ce52140] frame I:2 Avg QP:22.50 size:476886 [libx264 @ 0x606c6ce52140] frame P:459 Avg QP:28.53 size:185976 [libx264 @ 0x606c6ce52140] mb I I16..4: 100.0% 0.0% 0.0% [libx264 @ 0x606c6ce52140] mb P I16..4: 31.7% 0.0% 0.0% P16..4: 53.7% 0.0% 0.0% 0.0% 0.0% skip:14.5% [libx264 @ 0x606c6ce52140] coded y,uvDC,uvAC intra: 46.4% 68.3% 36.5% inter: 45.5% 49.9% 13.9% [libx264 @ 0x606c6ce52140] i16 v,h,dc,p: 32% 24% 17% 27% [libx264 @ 0x606c6ce52140] i8c dc,h,v,p: 34% 22% 27% 17% [libx264 @ 0x606c6ce52140] kb/s:44892.19
Version Details
- Version ID
1ae02b13920bbc43cedec32a680b836412a55d978d0a2f2f6a423acc85e332e4- Version Created
- January 29, 2025