Image Compression on DIV2K (test)
-72.21BD-Rate (LPIPS)FlowCodec-Qwen
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| FlowCodec-QwenBackbone=Qwen2026.06 | -72.21 | — | — | — | -79 | — | — | — | |
| StableCodec2026.06 | -68.08 | — | — | — | -74.75 | — | — | — | |
| OneDC2026.06 | -67.94 | — | — | — | -70.05 | — | — | — | |
| DLF2026.06 | -64.75 | — | — | — | -66 | — | — | — | |
| GLC2026.06 | -62.38 | — | — | — | -62.16 | — | — | — | |
| EF-LICEnc.(ms)=17.62, Dec.(ms)=13.72, FLOPs(G)=279.61, Params(M)=35.742026.05 | -62.33 | — | — | — | — | — | — | — | |
| ProGICEncoding time (ms)=7.64, Decoding time (ms)=10.99, FLOPs (G)=333.38, Parameters (M)=33.112026.03 | -51.77 | — | — | — | — | — | — | — | |
| FlowCodec-FLUXBackbone=FLUX2026.06 | -50.64 | — | — | — | -60.85 | — | — | — | |
| EF-LIC-sEnc.(ms)=9.94, Dec.(ms)=6.26, FLOPs(G)=179.19, Params(M)=11.512026.05 | -47.36 | — | — | — | — | — | — | — | |
| ProGIC-sEncoding time (ms)=6.13, Decoding time (ms)=7.66, FLOPs (G)=108.28, Parameters (M)=14.442026.03 | -46.02 | — | — | — | — | — | — | — | |
| ResULIC2026.06 | -41.51 | — | — | — | -20.39 | — | — | — | |
| RDEICEnc.(ms)=157.25, Dec.(ms)=426.68, FLOPs(G)=7767.46, Params(M)=1380.272026.05 | -35.7 | — | — | — | — | — | — | — | |
| RDEIC2026.06 | -35.33 | — | — | — | -4.34 | — | — | — | |
| DiffEICEncoding time (ms)=210.18, Decoding time (ms)=4661.74, FLOPs (G)=57339.93, Parameters (M)=1379.502026.03 | -15.76 | — | — | — | — | — | — | — | |
| DiffEICEnc.(ms)=210.18, Dec.(ms)=4661.74, FLOPs(G)=57339.93, Params(M)=1379.502026.05 | -15.76 | — | — | — | — | — | — | — | |
| DiffEIC2026.06 | -14.92 | — | — | — | 15 | — | — | — | |
| OSCAREnc.(ms)=53.04, Dec.(ms)=167.56, FLOPs(G)=6485.61, Params(M)=1009.302026.05 | -14.51 | — | — | — | — | — | — | — | |
| OSCAR2026.06 | -14.51 | — | — | — | -20.57 | — | — | — | |
| MS-ILLMEncoding time (ms)=165.38, Decoding time (ms)=147.79, FLOPs (G)=599.52, Parameters (M)=181.402026.03 | 0 | — | — | — | — | — | — | — | |
| MS-ILLMEnc.(ms)=165.38, Dec.(ms)=147.79, FLOPs(G)=599.52, Params(M)=181.402026.05 | 0 | — | — | — | — | — | — | — | |
| MS-ILLMrole=anchor2026.06 | 0 | — | — | — | 0 | — | — | — | |
| HiFiCEncoding time (ms)=526.51, Decoding time (ms)=1408.60, FLOPs (G)=599.51, Parameters (M)=181.602026.03 | 46.36 | — | — | — | — | — | — | — | |
| HiFiCEnc.(ms)=526.51, Dec.(ms)=1408.60, FLOPs(G)=599.51, Params(M)=181.602026.05 | 46.36 | — | — | — | — | — | — | — | |
| Control-GICEncoding time (ms)=103.56, Decoding time (ms)=436.26, FLOPs (G)=5816.37, Parameters (M)=130.362026.03 | 73.77 | — | — | — | — | — | — | — | |
| Control-GICEnc.(ms)=103.56, Dec.(ms)=436.26, FLOPs(G)=5816.37, Params(M)=130.362026.05 | 73.77 | — | — | — | — | — | — | — | |
| Control-GIC2026.06 | 123.97 | — | — | — | 148.67 | — | — | — | |
| DCVC-RT2026.06 | 230.7 | — | — | — | 636.97 | — | — | — | |
| LIC-HPCMEncoding time (ms)=62.37, Decoding time (ms)=82.88, FLOPs (G)=732.47, Parameters (M)=68.502026.03 | 267.18 | — | — | — | — | — | — | — | |
| LIC-HPCMEnc.(ms)=62.37, Dec.(ms)=82.88, FLOPs(G)=732.47, Params(M)=68.502026.05 | 267.18 | — | — | — | — | — | — | — | |
| VTM-23.10 (Intra)Encoding time (ms)=>9999, Decoding time (ms)=150.302026.03 | 285.1 | — | — | — | — | — | — | — | |
| H.266/VVCEnc.(ms)=>9999, Dec.(ms)=150.302026.05 | 285.1 | — | — | — | — | — | — | — | |
| VTM-23.102026.06 | 285.1 | — | — | — | 543.48 | — | — | — | |
| DCVC-RT (Intra)Encoding time (ms)=14.09, Decoding time (ms)=17.08, FLOPs (G)=382.98, Parameters (M)=45.652026.03 | 349.39 | — | — | — | — | — | — | — | |
| DCVC-RTEnc.(ms)=14.09, Dec.(ms)=17.08, FLOPs(G)=382.98, Params(M)=45.652026.05 | 349.39 | — | — | — | — | — | — | — | |
| AFP-GIC2026.05 | — | 0.0008 | — | — | — | 0.0113 | -0.0035 | -0.1997 | |
| Control-GIC2026.03 | — | — | — | — | 62.09 | — | — | — | |
| CRDR2026.05 | — | 0.0103 | — | — | — | 0.5713 | 0.008 | 0.1368 | |
| DC-VIC2026.05 | — | -0.0057 | — | — | — | -0.1275 | -0.0037 | -0.1037 | |
| DiffC2026.02 | — | 0 | 0 | 0 | — | — | — | — | |
| DiffEIC2026.02 | — | 183.96 | 119.42 | 139.85 | — | — | — | — | |
| DiffEIC2026.03 | — | — | — | — | 15.78 | — | — | — | |
| Dual-Representation Image Compression2026.02 | — | -19.33 | -38.73 | -42.11 | — | — | — | — | |
| GLC2026.02 | — | -17.54 | -22.23 | -7.91 | — | — | — | — | |
| HiFiC2026.03 | — | — | — | — | 100.76 | — | — | — | |
| HiFiC2026.05 | — | 0.0196 | — | — | — | -0.7207 | 0.0194 | 0.1493 | |
| MS-ILLM2026.02 | — | 110.44 | 75.82 | 162.81 | — | — | — | — | |
| MS-ILLM2026.03 | — | — | — | — | 0 | — | — | — | |
| MS-ILLM2026.05 | — | 0 | — | — | — | 0 | 0 | 0 | |
| OSCAR2026.02 | — | 25.39 | 243.94 | 214.42 | — | — | — | — | |
| PerCo2026.02 | — | 282.32 | 174.8 | 224.93 | — | — | — | — | |
| ProGIC2026.03 | — | — | — | — | -44.49 | — | — | — | |
| ProGIC-s2026.03 | — | — | — | — | -30.62 | — | — | — | |
| RDEIC2026.02 | — | 81.12 | 66.81 | 64.3 | — | — | — | — | |
| ResULIC2026.02 | — | 37.75 | — | 165.83 | — | — | — | — |