Video Compression on UVG
-74.12BD-Rate (PSNR)NeRV
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| NeRV2023.06 | -74.12 | — | -73.76 | — | — | — | — | — | — | — | — | — | — | |
| HiNeRV2023.06 | -72.29 | — | -83.86 | — | — | — | — | — | — | — | — | — | — | |
| HNeRV-Boost2026.01 | -65.4 | — | -75.1 | — | — | — | — | — | — | — | — | — | — | |
| DCVC2023.06 | -43.44 | — | -34.5 | — | — | — | — | — | — | — | — | — | — | |
| x265preset=veryslow2023.06 | -38.66 | — | -62.7 | — | — | — | — | — | — | — | — | — | — | |
| VTM-RAGOP=32, Testing Frames=972025.06 | -35.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| VCT2023.06 | -34.28 | — | -23.69 | — | — | — | — | — | — | — | — | — | — | |
| DCVC-DCAnchor=VTM, Number of frames=96, GOP size=322025.12 | -33.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| VTM-RAGOP=16, Testing Frames=972025.06 | -32.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| HM2026.01 | -32.1 | — | -53.3 | — | — | — | — | — | — | — | — | — | — | |
| VTM-17.0GOP size=32, Colorspace=RGB, Number of frames=96, BD-Rate Anchor=DCVC-TCM2025.12 | -31.58 | — | 1.12 | — | — | — | — | — | — | — | — | — | — | |
| IDMAEGOP=32, Testing Frames=972025.06 | -31.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| SEVCIntra Period=32, Number of Frames=96, Anchor=VTM-13.2 LDB2025.05 | -30.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| HiNeRV2026.01 | -26.9 | — | -16.3 | — | — | — | — | — | — | — | — | — | — | |
| DCVC-FMAnchor=VTM, Number of frames=96, GOP size=322025.12 | -26.8 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DCVC-DCIntra Period=32, Number of Frames=96, Anchor=VTM-13.2 LDB2025.05 | -25.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Proposed (Dual-Domain Progressive Temporal Alignment)Anchor=VTM, Number of frames=96, GOP size=322025.12 | -24.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DCVC-BGOP=32, Testing Frames=972025.06 | -22.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| NVRC-LiteAnchor Codec=C3 [33]2025.12 | -21.03 | — | -23.06 | — | — | — | — | — | — | — | — | — | — | |
| DCVC-FMIntra Period=32, Number of Frames=96, Anchor=VTM-13.2 LDB2025.05 | -20.4 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Sheng-2024Intra Period=32, Number of Frames=96, Anchor=VTM-13.2 LDB2025.05 | -19.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DCVC-HEMAnchor=VTM, Number of frames=96, GOP size=322025.12 | -17.7 | — | — | — | — | — | — | — | — | — | — | — | — | |
| CAMAGOP size=32, Colorspace=RGB, Number of frames=96, BD-Rate Anchor=DCVC-TCM2025.12 | -17.64 | — | -10.6 | — | — | — | — | — | — | — | — | — | — | |
| DCVC-HEMIntra Period=32, Number of Frames=96, Anchor=VTM-13.2 LDB2025.05 | -17.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DCVC-DCGOP size=32, Colorspace=RGB, Number of frames=96, BD-Rate Anchor=DCVC-TCM2025.12 | -13.38 | — | -7.58 | — | — | — | — | — | — | — | — | — | — | |
| DCVC-FM2026.01 | -10.8 | — | -32.9 | — | — | — | — | — | — | — | — | — | — | |
| HM-16.25GOP size=32, Colorspace=RGB, Number of frames=96, BD-Rate Anchor=DCVC-TCM2025.12 | -8.15 | — | 23.67 | — | — | — | — | — | — | — | — | — | — | |
| DCVC-DC2026.01 | -6.3 | — | -29.8 | — | — | — | — | — | — | — | — | — | — | |
| NVRC-LiteAnchor Codec=x265 (medium)2025.12 | -5.27 | — | 3.35 | — | — | — | — | — | — | — | — | — | — | |
| ProgDownLiteYUVTraining dataset=Google [15], Training strategy=SCALED_RD (11), Codec aware=Yes2026.01 | -5.07 | — | — | — | — | — | — | -5.21 | -8.88 | -8.02 | — | — | — | |
| Relic et al.2026.04 | -3.34 | — | — | — | 6.4 | 3.2 | 7.57 | — | — | — | — | — | — | |
| ProgDownLiteYUVTraining dataset=Google [15], Training strategy=SCALED_D (10), Codec aware=Yes2026.01 | -2.84 | — | — | — | — | — | — | -5.79 | -10.95 | -9.07 | — | — | — | |
| ProgDownLiteYUVTraining dataset=Google [15], Training strategy=Proxy [15], Codec aware=Yes2026.01 | -0.08 | — | — | — | — | — | — | -2.99 | -5.88 | -4.79 | — | — | — | |
| FaNeRVQuantization-Aware Training (QAT)=true2026.01 | 0 | — | 0 | — | — | — | — | — | — | — | — | — | — | |
| DCVC-TCMGOP size=32, Colorspace=RGB, Number of frames=96, BD-Rate Anchor=DCVC-TCM2025.12 | 0 | — | 0 | — | — | — | — | — | — | — | — | — | — | |
| VTMAnchor=VTM, Number of frames=96, GOP size=322025.12 | 0 | — | — | — | — | — | — | — | — | — | — | — | — | |
| HM-RAGOP=16, Testing Frames=972025.06 | 0 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DiV-INR2026.04 | 0 | — | — | — | 0 | 0 | 0 | — | — | — | — | — | — | |
| H.265/HEVC2026.04 | 1.02 | — | — | — | 19.5 | 12.2 | 72.89 | — | — | — | — | — | — | |
| ProgDownLiteRGBTraining dataset=DIV2K, Training strategy=D-only (2), Codec aware=No2026.01 | 1.22 | — | — | — | — | — | — | -1.78 | -7.72 | -5.24 | — | — | — | |
| ProgDownLiteYUVTraining dataset=Google [15], Training strategy=D-only (2), Codec aware=No2026.01 | 1.91 | — | — | — | — | — | — | -2.31 | -6.11 | -5.02 | — | — | — | |
| HiNeRV2026.04 | 3.05 | — | — | — | 10.8 | 10.6 | 40.84 | — | — | — | — | — | — | |
| H.266/VVC2026.04 | 3.13 | — | — | — | 13.1 | 10.4 | 47.95 | — | — | — | — | — | — | |
| DCVC-FM2026.04 | 3.46 | — | — | — | 15.6 | 13.2 | 71.81 | — | — | — | — | — | — | |
| HMmode=Random Access2023.06 | 7.54 | — | -41.41 | — | — | — | — | — | — | — | — | — | — | |
| VTMCoding Profile=Random Access2026.01 | 7.7 | — | -25.5 | — | — | — | — | — | — | — | — | — | — | |
| B-CANFAnchor=VTM, Number of frames=96, GOP size=322025.12 | 13.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| B-CANFGOP=32, Testing Frames=972025.06 | 14 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DCVC-TCMAnchor=VTM, Number of frames=96, GOP size=322025.12 | 16.5 | — | — | — | — | — | — | — | — | — | — | — | — | |
| NVRC-LiteAnchor Codec=x265 (veryslow)2025.12 | 17.02 | — | 20.18 | — | — | — | — | — | — | — | — | — | — | |
| DCVC-TCMIntra Period=32, Number of Frames=96, Anchor=VTM-13.2 LDB2025.05 | 23.1 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DCVC-HEM2023.06 | 25.23 | — | 49.03 | — | — | — | — | — | — | — | — | — | — | |
| HMAnchor=VTM, Number of frames=96, GOP size=322025.12 | 34.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| ProgDownLiteYUVTraining dataset=Google [15], Training strategy=STE (6), Codec aware=Yes2026.01 | 49.39 | — | — | — | — | — | — | 45.33 | 4.46 | 5.06 | — | — | — | |
| DCVCIntra Period=32, Number of Frames=96, Anchor=VTM-13.2 LDB2025.05 | 133.9 | — | — | — | — | — | — | — | — | — | — | — | — | |
| B-CANFAnchor=VTM, Number of frames=96, GOP size=322025.12 | — | — | -37.8 | — | — | — | — | — | — | — | — | — | — | |
| Boost-NeRVVenue=CVPR242026.03 | — | — | — | — | — | — | — | — | — | — | 15.6 | 60.7 | 72.2 | |
| CANF-VCColorspace=RGB, Encoding Setting=low delay, Intra Period=32, Frames=96, Input Conversion=BT.709, Intermediate Bit Depth=10-bit2023.02 | — | 73 | — | — | — | — | — | — | — | — | — | — | — | |
| CANF-VC2023.02 | — | 61.4 | — | — | — | — | — | — | — | — | — | — | — | |
| CF2026.06 | — | — | — | — | -79.22 | -8.81 | -80.2812 | — | — | — | — | — | — | |
| CF++2026.06 | — | — | — | — | -84.46 | -11.12 | -96.3871 | — | — | — | — | — | — | |
| CWRNN-INVRNumber of Parameters=3M2026.04 | — | -54.24 | — | — | — | — | — | — | — | — | — | — | — | |
| DCVCColorspace=RGB, Encoding Setting=low delay, Intra Period=32, Frames=96, Input Conversion=BT.709, Intermediate Bit Depth=10-bit2023.02 | — | 166.1 | — | — | — | — | — | — | — | — | — | — | — | |
| DCVC2023.02 | — | 140.3 | — | — | — | — | — | — | — | — | — | — | — | |
| DCVC-DCColorspace=YUV420, Quality Metric=PSNR2023.02 | — | -17.8 | — | — | — | — | — | — | — | — | — | — | — | |
| DCVC-DCColorspace=RGB, Encoding Setting=low delay, Intra Period=32, Frames=96, Input Conversion=BT.709, Intermediate Bit Depth=10-bit2023.02 | — | -19.1 | — | — | — | — | — | — | — | — | — | — | — | |
| DCVC-DC2023.02 | — | -21 | — | — | — | — | — | — | — | — | — | — | — | |
| DCVC-DCColorspace=RGB, Intra-period=-12025.02 | — | 9.2 | — | — | — | — | — | — | — | — | — | — | — | |
| DCVC-DCIntra Period=-1, Number of Frames=96, Anchor=VTM-13.2 LDB, Color Space Conversion=BT.7092025.05 | — | — | — | -20.6 | — | — | — | — | — | — | — | — | — | |
| DCVC-DCAnchor=VTM, Number of frames=96, GOP size=322025.12 | — | — | -65.9 | — | — | — | — | — | — | — | — | — | — | |
| DCVC-DCEncoding Speed (fps)=1.6, Decoding Speed (fps)=1.9, Intra period=-1, Color space=YUV420, Anchor=DCVC-RT2025.10 | — | 33.1 | — | — | — | — | — | — | — | — | — | — | — | |
| DCVC-FMColorspace=RGB, Intra-period=-12025.02 | — | -11 | — | — | — | — | — | — | — | — | — | — | — | |
| DCVC-FMColorspace=RGB, Intra-period=-1, Precision=fp162025.02 | — | -10.4 | — | — | — | — | — | — | — | — | — | — | — | |
| DCVC-FMIntra Period=-1, Number of Frames=96, Anchor=VTM-13.2 LDB, Color Space Conversion=BT.7092025.05 | — | — | — | -27.9 | — | — | — | — | — | — | — | — | — | |
| DCVC-FMCodec Category=Neural Codec2026.02 | — | 2.34 | -0.09 | — | 0.09 | 0.29 | 934.8 | — | — | — | — | — | — | |
| DCVC-FM2025.12 | — | — | — | — | -27.7 | 12.9 | — | — | — | — | — | — | — | |
| DCVC-FMEncoding Speed (fps)=1.5, Decoding Speed (fps)=1.7, Intra period=-1, Color space=YUV420, Anchor=DCVC-RT2025.10 | — | 3.9 | — | — | — | — | — | — | — | — | — | — | — | |
| DCVC-FM2026.06 | — | — | — | — | 4.72 | 3.74 | 21.24 | — | — | — | — | — | — | |
| DCVC-HEMColorspace=RGB, Encoding Setting=low delay, Intra Period=32, Frames=96, Input Conversion=BT.709, Intermediate Bit Depth=10-bit2023.02 | — | 1.1 | — | — | — | — | — | — | — | — | — | — | — | |
| DCVC-HEM2023.02 | — | -7.7 | — | — | — | — | — | — | — | — | — | — | — | |
| DCVC-HEMIntra Period=-1, Number of Frames=96, Anchor=VTM-13.2 LDB, Color Space Conversion=BT.7092025.05 | — | — | — | 12.5 | — | — | — | — | — | — | — | — | — | |
| DCVC-HEMAnchor=VTM, Number of frames=96, GOP size=322025.12 | — | — | -62.9 | — | — | — | — | — | — | — | — | — | — | |
| DCVC-RTColorspace=RGB, Intra-period=-1, Precision=fp162025.02 | — | -17.2 | — | — | — | — | — | — | — | — | — | — | — | |
| DCVC-RTColorspace=RGB, Intra-period=-1, Precision=int162025.02 | — | -13.1 | — | — | — | — | — | — | — | — | — | — | — | |
| DCVC-RTCodec Category=Neural Codec2026.02 | — | 0 | 0 | — | 0 | 0 | 0 | — | — | — | — | — | — | |
| DCVC-RT2025.12 | — | — | — | — | -30.7 | 2.03 | — | — | — | — | — | — | — | |
| DCVC-RTEncoding Speed (fps)=56.8, Decoding Speed (fps)=51.5, Intra period=-1, Color space=YUV420, Anchor=DCVC-RT2025.10 | — | 0 | — | — | — | — | — | — | — | — | — | — | — | |
| DCVC-RT2026.06 | — | — | — | — | 0 | 0 | 0 | — | — | — | — | — | — | |
| DCVC-RT LargeColorspace=RGB, Intra-period=-1, Precision=fp162025.02 | — | -25 | — | — | — | — | — | — | — | — | — | — | — | |
| DCVC-RT LargeColorspace=RGB, Intra-period=-1, Precision=int162025.02 | — | -20.5 | — | — | — | — | — | — | — | — | — | — | — | |
| DCVC-TCMColorspace=RGB, Encoding Setting=low delay, Intra Period=32, Frames=96, Input Conversion=BT.709, Intermediate Bit Depth=10-bit2023.02 | — | 44.1 | — | — | — | — | — | — | — | — | — | — | — | |
| DCVC-TCM2023.02 | — | 29.9 | — | — | — | — | — | — | — | — | — | — | — | |
| DCVC-TCMAnchor=VTM, Number of frames=96, GOP size=322025.12 | — | — | -47.7 | — | — | — | — | — | — | — | — | — | — | |
| DSNeRVNumber of Parameters=3M2026.04 | — | -31.2 | — | — | — | — | — | — | — | — | — | — | — | |
| DVC2021.05 | — | 8.45 | — | — | — | — | — | — | — | — | — | — | — | |
| DVCPro2023.02 | — | 238.1 | — | — | — | — | — | — | — | — | — | — | — | |
| EA2021.05 | — | -9.75 | — | — | — | — | — | — | — | — | — | — | — | |
| ECM-5.0Colorspace=YUV420, Quality Metric=PSNR2023.02 | — | -10.6 | — | — | — | — | — | — | — | — | — | — | — | |
| ECM-5.0Colorspace=RGB, Encoding Setting=low delay, Intra Period=32, Frames=96, Input Conversion=BT.709, Intermediate Bit Depth=10-bit2023.02 | — | -10 | — | — | — | — | — | — | — | — | — | — | — | |
| Free-GVCCodec Category=Generative Codec2026.02 | — | 158.26 | -2.45 | — | -6.15 | -7.08 | -5,612.75 | — | — | — | — | — | — |