Image Compression on CLIC
-19.7BD-Rate (PSNR)DCAE
Evaluation Results
| Method | Links | |
|---|---|---|
| DCAELatency (ms) Tot.=193, Latency (ms) Enc.=93, Latency (ms) Dec.=100, GFLOPs Enc.=252, GFLOPs Dec.=305, Params=119.2M2025.04 | -19.7 | |
| GLICParams (M)=67.20, FLOPs (T)=2.48, Enc-Lat. (s)=0.617, Dec-Lat. (s)=0.395, Peak-Mem. (G)=5.46, Resolution=2K2026.03 | -18.71 | |
| DCAEParams (M)=119.22, FLOPs (T)=2.28, Enc-Lat. (s)=0.428, Dec-Lat. (s)=0.449, Peak-Mem. (G)=5.59, Resolution=2K2026.03 | -16.91 | |
| MLIC++Latency (ms) Tot.=772, Latency (ms) Enc.=362, Latency (ms) Dec.=410, GFLOPs Enc.=222, GFLOPs Dec.=300, Params=116.5M2025.04 | -16.9 | |
| MLIC+2025.04 | -16.4 | |
| MambaICParams (M)=157.09, FLOPs (T)=5.56, Enc-Lat. (s)=1.436, Dec-Lat. (s)=0.669, Peak-Mem. (G)=20.32, Resolution=2K2026.03 | -15.73 | |
| LALICParams (M)=63.24, FLOPs (T)=2.53, Enc-Lat. (s)=0.779, Dec-Lat. (s)=0.362, Peak-Mem. (G)=3.89, Resolution=2K2026.03 | -15.47 | |
| LALICEnc(s)=0.274, Dec(s)=0.15, Mem(G)=0.841, FLOPs(G)=286.16, Params(M)=63.242025.02 | -15.41 | |
| HPCMParams (M)=68.50, FLOPs (T)=2.00, Enc-Lat. (s)=0.532, Dec-Lat. (s)=0.498, Peak-Mem. (G)=5.89, Resolution=2K2026.03 | -15.02 | |
| CCALatency (ms) Tot.=223, Latency (ms) Enc.=122, Latency (ms) Dec.=101, GFLOPs Enc.=277, GFLOPs Dec.=394, Params=64.9M2025.04 | -14.5 | |
| MLIC++Enc(s)=0.19, Dec(s)=0.268, Mem(G)=0.63, FLOPs(G)=443.17, Params(M)=83.272025.02 | -14.45 | |
| MLIC++Params (M)=116.48, FLOPs (T)=2.64, Enc-Lat. (s)=0.508, Dec-Lat. (s)=0.547, Peak-Mem. (G)=2.08, Resolution=2K2026.03 | -14.41 | |
| FTICGFLOPs Enc.=127, GFLOPs Dec.=355, Params=71.0M2025.04 | -13.6 | |
| TCMLatency (ms) Tot.=293, Latency (ms) Enc.=142, Latency (ms) Dec.=151, GFLOPs Enc.=307, GFLOPs Dec.=441, Params=75.9M2025.04 | -12 | |
| CCAParams (M)=64.89, FLOPs (T)=3.28, Enc-Lat. (s)=0.526, Dec-Lat. (s)=0.385, Peak-Mem. (G)=5.04, Resolution=2K2026.03 | -11.93 | |
| FATEnc(s)=0.14, Dec(s)=10, Mem(G)=1.076, FLOPs(G)=245.46, Params(M)=69.782025.02 | -10.79 | |
| FTICParams (M)=69.78, FLOPs (T)=2.38, Enc-Lat. (s)=>10, Dec-Lat. (s)=>10, Peak-Mem. (G)=4.90, Resolution=2K2026.03 | -10.7 | |
| WeConveneLatency (ms) Tot.=545, Latency (ms) Enc.=275, Latency (ms) Dec.=271, GFLOPs Enc.=702, GFLOPs Dec.=320, Params=105.5M2025.04 | -10.1 | |
| TCM-largeEnc(s)=0.157, Dec(s)=0.151, Mem(G)=1.698, FLOPs(G)=700.66, Params(M)=75.92025.02 | -9.41 | |
| TCM-LParams (M)=75.89, FLOPs (T)=3.74, Enc-Lat. (s)=0.647, Dec-Lat. (s)=0.542, Peak-Mem. (G)=7.73, Resolution=2K2026.03 | -9.1 | |
| WeConveneParams (M)=105.51, FLOPs (T)=4.82, Enc-Lat. (s)=1.264, Dec-Lat. (s)=1.293, Peak-Mem. (G)=4.53, Resolution=2K2026.03 | -7.55 | |
| WACNNLatency (ms) Tot.=193, Latency (ms) Enc.=80, Latency (ms) Dec.=113, GFLOPs Enc.=138, GFLOPs Dec.=231, Params=75.0M2025.04 | -4.4 | |
| STFLatency (ms) Tot.=233, Latency (ms) Enc.=102, Latency (ms) Dec.=131, GFLOPs Enc.=143, GFLOPs Dec.=161, Params=99.8M2025.04 | -4.1 | |
| ELICParams (M)=33.29, FLOPs (T)=1.74, Enc-Lat. (s)=0.583, Dec-Lat. (s)=0.335, Peak-Mem. (G)=1.50, Resolution=2K2026.03 | -1.2 | |
| ELICEnc(s)=0.237, Dec(s)=0.12, Mem(G)=0.373, FLOPs(G)=332.42, Params(M)=33.292025.02 | -1.19 | |
| VTM-9.1Enc(s)=171.633, Dec(s)=0.1772025.02 | 0 | |
| VVC2025.04 | 0 | |
| VTM-9.1Resolution=2K2026.03 | 0 | |
| VTM-23.13Dec. (s/img)=0.1892025.11 | 0 | |
| InvCompressParams (M)=50.03, Dec. (s/img)=1.7582025.11 | 8.28 | |
| WeConveneParams (M)=107.15, Dec. (s/img)=0.0222025.11 | 15.68 | |
| TCMParams (M)=45.18, Dec. (s/img)=0.0352025.11 | 16.16 | |
| FTICParams (M)=70.96, Dec. (s/img)=0.0522025.11 | 17.9 | |
| HCFSSNetParams (M)=80.97, Dec. (s/img)=0.3262025.11 | 22.44 | |
| MLIC++Params (M)=116.72, Dec. (s/img)=0.0212025.11 | 22.71 | |
| CCAParams (M)=64.99, Dec. (s/img)=0.0632025.11 | 23.25 | |
| MambaICParams (M)=123.81, Dec. (s/img)=0.1772025.11 | 25.98 |