Image Compression on CLIC 2020
-87.81BD-rate (LPIPS)DC-VIC
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| DC-VICCodec Category=Dual-latent Fusion-based Codec2026.05 | -87.81 | -85.29 | — | 68.17 | -1.61 | -0.19 | -0.12 | — | — | |
| MS-ILLMCodec Category=Perceptual SQ Codec2026.05 | -86.95 | -85.92 | — | 73.26 | -1.93 | -0.15 | -0.1 | — | — | |
| DiT-IC (Ours)Diff. Reso.=f32d32, Code Reso.=f64d320, Diff. Steps=1, Params=1.0B, Latency=(0.15s), Precision=FP162026.03 | -86.73 | -94.45 | — | — | — | — | — | — | — | |
| MoDE-FCodec Category=Dual-latent MoDE Codec2026.05 | -84.99 | -73.11 | — | 17.21 | -0.66 | -0.13 | -0.07 | — | — | |
| StableCodecDiff. Reso.=f8d4, Code Reso.=f64d320, Diff. Steps=1, Params=1.5B, Latency=0.34s2026.03 | -80.21 | -90.24 | — | — | — | — | — | — | — | |
| GLCDiff. Reso.=-, Code Reso.=f16d256, Diff. Steps=-, Params=105M, Latency=0.18s2026.03 | -78.57 | -84.33 | — | — | — | — | — | — | — | |
| CorrDiffDiff. Reso.=f0d3, Code Reso.=f16d320, Diff. Steps=8, Params=73M2026.03 | -72.94 | -57.71 | — | — | — | — | — | — | — | |
| RDEICDiff. Reso.=f8d4, Code Reso.=f16d256, Diff. Steps=5, Params=1.0B, Latency=1.5s2026.03 | -71.95 | -53.05 | — | — | — | — | — | — | — | |
| DiT-IC (baseline)Diff. Reso.=f32d32, Code Reso.=f64d320, Diff. Steps=1, Params=990M, Latency=0.27s, Precision=FP322026.03 | -68.15 | -73.58 | — | — | — | — | — | — | — | |
| EGICDiff. Reso.=-, Code Reso.=f16d320, Diff. Steps=-, Params=37M2026.03 | -67.75 | -60.69 | — | — | — | — | — | — | — | |
| ResULICDiff. Reso.=f8d4, Code Reso.=f32d192, Diff. Steps=4, Params=12.3B, Latency=0.83s2026.03 | -66.5 | -68.64 | — | — | — | — | — | — | — | |
| C3-WDDiff. Reso.=-, Code Reso.=-, Diff. Steps=-, Params=-, Latency=-2026.03 | -47.14 | -46.62 | — | — | — | — | — | — | — | |
| MS-ILLMDiff. Reso.=-, Code Reso.=f16d256, Diff. Steps=-, Params=181M, Latency=0.17s2026.03 | -46.75 | -21.1 | — | — | — | — | — | — | — | |
| DiffEICDiff. Reso.=f8d4, Code Reso.=f16d320, Diff. Steps=50, Params=1.0B, Latency=12.4s2026.03 | -40.47 | -36.04 | — | — | — | — | — | — | — | |
| OSCARDiff. Reso.=f8d4, Code Reso.=f8-64d320, Diff. Steps=1, Params=987M, Latency=0.32s2026.03 | -14.74 | -59.82 | — | — | — | — | — | — | — | |
| StableCodecCodec Category=Diffusion-based Codec, Bitrate Range=< 0.2 bpp2026.05 | -0.07 | -0.08 | 59.29 | -1.33 | — | — | — | — | — | |
| PerCoDiff. Reso.=f8d4, Code Reso.=f8-64d320, Diff. Steps=20, Params=4.3B, Latency=8.8s2026.03 | 0 | 0 | — | — | — | — | — | — | — | |
| MS-ILLMCodec Category=Perceptual SQ Codec, Bitrate Range=< 0.2 bpp2026.05 | 0 | 0 | 0 | 0 | — | — | — | — | — | |
| Fine-tuned VQGANCodec Category=Perceptual VQ Codec, Bitrate Range=< 0.2 bpp2026.05 | 0 | -0.03 | 243.26 | -3.44 | — | — | — | — | — | |
| RDEICCodec Category=Diffusion-based Codec, Bitrate Range=< 0.2 bpp2026.05 | 0 | -0.02 | 74.28 | -1.43 | — | — | — | — | — | |
| DC-VICCodec Category=Dual-latent Fusion-based Codec, Bitrate Range=< 0.2 bpp2026.05 | 0 | 0 | 1.32 | -0.03 | — | — | — | — | — | |
| ELICCodec Category=Distortion-oriented SQ Codec, Note=Anchor2026.05 | 0 | 0 | — | 0 | 0 | 0 | 0 | — | — | |
| Hyperprior2026.06 | 0 | — | — | 0 | — | — | — | 0 | — | |
| MoDE-PCodec Category=Dual-latent MoDE Codec, Bitrate Range=< 0.2 bpp2026.05 | 0.01 | -0.02 | 19.61 | -0.39 | — | — | — | — | — | |
| MoDE-PCodec Category=Dual-latent MoDE Codec, Bitrate Range=full bitrate range2026.05 | 0.01 | -0.01 | -5.36 | 0.41 | — | — | — | — | — | |
| WebP2026.06 | 0.017 | — | — | 2.374 | — | — | — | 28.8 | — | |
| DCICRD2026.06 | 0.019 | — | — | 1.1617 | — | — | — | 5.58 | — | |
| DCICRDP2026.06 | 0.041 | — | — | 1.3671 | — | — | — | 5.13 | — | |
| Entroformer2026.06 | 0.044 | — | — | 1.2408 | — | — | — | 5.74 | — | |
| VTM2026.06 | 0.048 | — | — | 1.037 | — | — | — | 12.21 | — | |
| DiffEICCodec Category=Diffusion-based Codec, Bitrate Range=< 0.2 bpp2026.05 | 0.05 | -0.01 | 502.99 | -4.73 | — | — | — | — | — | |
| IPIC(Hyp.)Base Codec=Hyperprior2026.06 | 0.056 | — | — | 2.92 | — | — | — | 44.52 | — | |
| DCICRP2026.06 | 0.076 | — | — | 1.4108 | — | — | — | 46.19 | — | |
| IPIC(ELIC)Base Codec=ELIC2026.06 | 0.079 | — | — | 1.635 | — | — | — | 46.52 | — | |
| CDC2026.06 | 0.084 | — | — | 7.043 | — | — | — | 38.31 | — | |
| ILLM2026.06 | 0.155 | — | — | 0.48 | — | — | — | 48.22 | — | |
| HiFiC2026.06 | 0.172 | — | — | 1.621 | — | — | — | 36.16 | — | |
| VVCCodec Category=Traditional Codec2026.05 | 5.99 | -14.42 | — | 33.89 | -1.11 | 0.01 | -0.01 | — | — | |
| Control-GIC2026.05 | — | 110.76 | — | — | — | — | — | — | — | |
| Control-GIC2026.06 | — | — | — | 582.15 | — | — | — | — | 242.83 | |
| Cool-chic 4.0Encoding complexity (kMAC/pixel)=~ 10^6, Decoding complexity (kMAC/pixel)=1.42026.05 | — | — | -24.8 | — | — | — | — | — | — | |
| DCVC-RTEncoding complexity (kMAC/pixel)=256, Decoding complexity (kMAC/pixel)=3622026.05 | — | — | -30.7 | — | — | — | — | — | — | |
| DiffEIC2026.05 | — | 59.91 | — | — | — | — | — | — | — | |
| DiffEIC2026.06 | — | — | — | 534.07 | — | — | — | — | 168.83 | |
| DLF2026.06 | — | — | — | 186.51 | — | — | — | — | 74.42 | |
| EF-LIC2026.05 | — | -42.15 | — | — | — | — | — | — | — | |
| EF-LIC-s2026.05 | — | -10.62 | — | — | — | — | — | — | — | |
| EVC-LSEncoding complexity (kMAC/pixel)=272, Decoding complexity (kMAC/pixel)=642026.05 | — | — | -15.1 | — | — | — | — | — | — | |
| FlowCodec-FLUX2026.06 | — | — | — | 69.67 | — | — | — | — | 29.77 | |
| FlowCodec-Qwen2026.06 | — | — | — | 46.92 | — | — | — | — | 13.88 | |
| GLC2026.06 | — | — | — | 212.87 | — | — | — | — | 48.43 | |
| HiFiC2026.05 | — | 124.45 | — | — | — | — | — | — | — | |
| MS-ILLM2026.05 | — | 0 | — | — | — | — | — | — | — | |
| MS-ILLM2026.06 | — | — | — | 0 | — | — | — | — | 0 | |
| N-O Cool-chicEncoding complexity (kMAC/pixel)=162, Decoding complexity (kMAC/pixel)=2.32026.05 | — | — | 17.1 | — | — | — | — | — | — | |
| OneDC2026.06 | — | — | — | 75.9 | — | — | — | — | 5.17 | |
| OSCAR2026.05 | — | 36.02 | — | — | — | — | — | — | — | |
| OSCAR2026.06 | — | — | — | 839.93 | — | — | — | — | 200.28 | |
| RDEIC2026.05 | — | 13.67 | — | — | — | — | — | — | — | |
| RDEIC2026.06 | — | — | — | 120.7 | — | — | — | — | 53.93 | |
| ResULIC2026.06 | — | — | — | 165.24 | — | — | — | — | 72.09 | |
| Scale HyperpriorEncoding complexity (kMAC/pixel)=56, Decoding complexity (kMAC/pixel)=562026.05 | — | — | 12.8 | — | — | — | — | — | — | |
| Shallow-NTCEncoding complexity (kMAC/pixel)=262, Decoding complexity (kMAC/pixel)=212026.05 | — | — | 18.6 | — | — | — | — | — | — | |
| Spatial CompetitionNumber of modes (M)=1, Encoding complexity (kMAC/pixel)=18, Decoding complexity (kMAC/pixel)=1.42026.05 | — | — | 20.4 | — | — | — | — | — | — | |
| Spatial CompetitionNumber of modes (M)=2, Encoding complexity (kMAC/pixel)=57, Decoding complexity (kMAC/pixel)=1.42026.05 | — | — | 9.8 | — | — | — | — | — | — | |
| Spatial CompetitionNumber of modes (M)=4, Encoding complexity (kMAC/pixel)=95, Decoding complexity (kMAC/pixel)=1.42026.05 | — | — | 5.9 | — | — | — | — | — | — | |
| Spatial CompetitionNumber of modes (M)=8, Encoding complexity (kMAC/pixel)=171, Decoding complexity (kMAC/pixel)=1.42026.05 | — | — | 2.6 | — | — | — | — | — | — | |
| StableCodec2026.06 | — | — | — | 465.22 | — | — | — | — | 15.97 |