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ResearchFormerly WizWand

Lossless Image Compression on CLIC m

0.26bppP2LLM
-0.20122.91196.0259.1381Dec 13, 2021Aug 25, 2022May 8, 2023Jan 19, 2024Oct 1, 2024Jun 14, 2025Feb 25, 2026
Updated 8mo ago

Evaluation results

MethodLinks
P2LLM#Params=8B, MACs=-, Speed (KB/s)=20‡, Multi Modal=false2026.020.26
DLPR*#Params=22.3M, MACs=-, Speed (KB/s)=640, Multi Modal=false2026.020.27
OmniZip-L#Params=152M, MACs=56.0M, Speed (KB/s)=420‡, Multi Modal=true2026.020.2841
OmniZip-M#Params=38M, MACs=18.2M, Speed (KB/s)=1015‡, Multi Modal=true2026.020.2973
JPEG-XL#Params=-, MACs=-, Speed (KB/s)=970′, Multi Modal=false2026.020.2994
FLIF#Params=-, MACs=-, Speed (KB/s)=652′, Multi Modal=false2026.020.3121
RC#Params=-, MACs=-, Speed (KB/s)=-, Multi Modal=false2026.020.3175
OmniZip-S#Params=4.8M, MACs=3.88M, Speed (KB/s)=1223‡, Multi Modal=true2026.020.3275
L3C*#Params=5M, MACs=6.86M, Speed (KB/s)=178, Multi Modal=false2026.020.33
JPEG2000#Params=-, MACs=-, Speed (KB/s)=5000′, Multi Modal=false2026.020.3334
WebP#Params=-, MACs=-, Speed (KB/s)=330′, Multi Modal=false2026.020.3468
BPG#Params=-, MACs=-, Speed (KB/s)=180′, Multi Modal=false2026.020.3569
bzip2#Params=-, MACs=-, Speed (KB/s)=3300′, Multi Modal=true2026.020.4914
gzip#Params=-, MACs=-, Speed (KB/s)=14500′, Multi Modal=true2026.020.4934
zstd#Params=-, MACs=-, Speed (KB/s)=11000′, Multi Modal=true2026.020.494
PNG#Params=-, MACs=-, Speed (KB/s)=200′, Multi Modal=false2026.020.494
Llama3*#Params=8B, MACs=7.80G, Speed (KB/s)=20‡, Multi Modal=true2026.020.5293
RWKV*#Params=7B, MACs=7.19G, Speed (KB/s)=86‡, Multi Modal=true2026.020.5373
LC-FDNetTraining Dataset=DIV2K2021.126.97
JPEG-XL2021.127.2
FLIF2021.127.44
Near-LosslessTraining Dataset=DIV2K2021.127.53
JPEG-LS2021.127.59
RCTraining Dataset=Open Images2021.127.62
L3CTraining Dataset=Open Images2021.127.92
JPEG20002021.128.13
WebP2021.128.19
BPG2021.128.52
PNG2021.1211.79