Lossless Compression on Kodak
2.83Bits per ByteP2LLM
Evaluation Results
| Method | Links | |
|---|---|---|
| P2LLM#Params=8B, MACs=-, Speed (KB/s)=20‡, Multi Modal=false2026.02 | 2.83 | |
| DLPR*#Params=22.3M, MACs=-, Speed (KB/s)=640, Multi Modal=false2026.02 | 2.86 | |
| JPEG-XL#Params=-, MACs=-, Speed (KB/s)=970′, Multi Modal=false2026.02 | 2.902 | |
| FLIF#Params=-, MACs=-, Speed (KB/s)=652′, Multi Modal=false2026.02 | 2.903 | |
| OmniZip-L#Params=152M, MACs=56.0M, Speed (KB/s)=420‡, Multi Modal=true2026.02 | 2.925 | |
| OmniZip-M#Params=38M, MACs=18.2M, Speed (KB/s)=1015‡, Multi Modal=true2026.02 | 3.103 | |
| WebP#Params=-, MACs=-, Speed (KB/s)=330′, Multi Modal=false2026.02 | 3.205 | |
| L3C*#Params=5M, MACs=6.86M, Speed (KB/s)=178, Multi Modal=false2026.02 | 3.26 | |
| JPEG2000#Params=-, MACs=-, Speed (KB/s)=5000′, Multi Modal=false2026.02 | 3.301 | |
| OmniZip-S#Params=4.8M, MACs=3.88M, Speed (KB/s)=1223‡, Multi Modal=true2026.02 | 3.307 | |
| BPG#Params=-, MACs=-, Speed (KB/s)=180′, Multi Modal=false2026.02 | 3.382 | |
| gzip#Params=-, MACs=-, Speed (KB/s)=14500′, Multi Modal=true2026.02 | 4.349 | |
| PNG#Params=-, MACs=-, Speed (KB/s)=200′, Multi Modal=false2026.02 | 4.349 | |
| zstd#Params=-, MACs=-, Speed (KB/s)=11000′, Multi Modal=true2026.02 | 4.35 | |
| bzip2#Params=-, MACs=-, Speed (KB/s)=3300′, Multi Modal=true2026.02 | 4.359 | |
| Llama3*#Params=8B, MACs=7.80G, Speed (KB/s)=20‡, Multi Modal=true2026.02 | 4.862 | |
| RWKV*#Params=7B, MACs=7.19G, Speed (KB/s)=86‡, Multi Modal=true2026.02 | 4.937 | |
| SEEC2025.09 | 8.53 | |
| DLPR2025.09 | 8.58 | |
| MS-CFA2025.09 | 8.97 | |
| FLIF2025.09 | 9.04 | |
| SReC2025.09 | 9.1 | |
| Near-Lossless2025.09 | 9.12 | |
| JPEG-XL2025.09 | 9.18 | |
| JPEG20002025.09 | 9.58 | |
| WebP2025.09 | 9.62 | |
| L3C2025.09 | 9.78 | |
| JPEG-LS2025.09 | 13.07 | |
| PNG2025.09 | 13.44 | |
| QOI2025.09 | 13.99 | |
| BPG2025.09 | 14.08 |