# Lossless Image Compression on CLIC p Source: [Lossless Image Compression on CLIC p]() Collection index: [llms.txt]() Data updated: 2026-03-04T15:53:00.006Z Evaluation of lossless image compression models on the CLIC p dataset, measured using bits per pixel (bpp). A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Lossless Image Compression | | Dataset (including any stated split) | CLIC p | | Metric | Bits per Byte | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 29 of 29 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Bits per Byte](): Lower is better; unit: SCALAR. - [bpp](): Lower is better; unit: SCALAR. ## Recorded results | Method | Bits per Byte | Result date | Report paper | | --- | --- | --- | --- | | P2LLM | 2.35 | Not recorded | 69a125012d603e6de3e3c43b | | DLPR\* | 2.38 | Not recorded | 69a125012d603e6de3e3c43b | | OmniZip-L | 2.578 | Not recorded | 69a125012d603e6de3e3c43b | | JPEG-XL | 2.722 | Not recorded | 69a125012d603e6de3e3c43b | | FLIF | 2.792 | Not recorded | 69a125012d603e6de3e3c43b | | OmniZip-M | 2.926 | Not recorded | 69a125012d603e6de3e3c43b | | JPEG2000 | 2.927 | Not recorded | 69a125012d603e6de3e3c43b | | RC | 2.93 | Not recorded | 69a125012d603e6de3e3c43b | | OmniZip-S | 2.933 | Not recorded | 69a125012d603e6de3e3c43b | | L3C\* | 2.94 | Not recorded | 69a125012d603e6de3e3c43b | | WebP | 3.006 | Not recorded | 69a125012d603e6de3e3c43b | | BPG | 3.144 | Not recorded | 69a125012d603e6de3e3c43b | | bzip2 | 4.033 | Not recorded | 69a125012d603e6de3e3c43b | | gzip | 4.039 | Not recorded | 69a125012d603e6de3e3c43b | | PNG | 4.041 | Not recorded | 69a125012d603e6de3e3c43b | | zstd | 4.042 | Not recorded | 69a125012d603e6de3e3c43b | | Llama3\* | 4.29 | Not recorded | 69a125012d603e6de3e3c43b | | RWKV\* | 4.31 | Not recorded | 69a125012d603e6de3e3c43b | ### P2LLM Bits per Byte: 2.35. Result ID: 69a855506dbb7075b94f99b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Params":"8B","MACs":"-","Speed (KB/s)":"20‡","Multi Modal":false}. This record does not assert independent reproduction. ### DLPR\* Bits per Byte: 2.38. Result ID: 69a855506dbb7075b94f99af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Params":"22.3M","MACs":"-","Speed (KB/s)":"640","Multi Modal":false}. This record does not assert independent reproduction. ### OmniZip-L Bits per Byte: 2.578. Result ID: 69a855506dbb7075b94f99b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Params":"152M","MACs":"56.0M","Speed (KB/s)":"420‡","Multi Modal":true}. This record does not assert independent reproduction. ### JPEG-XL Bits per Byte: 2.722. Result ID: 69a855506dbb7075b94f99ab. [Reporting paper]() Recorded evaluation configuration: {"#Params":"-","MACs":"-","Speed (KB/s)":"970′","Multi Modal":false}. This record does not assert independent reproduction. ### FLIF Bits per Byte: 2.792. Result ID: 69a855506dbb7075b94f99a8. [Reporting paper]() Recorded evaluation configuration: {"#Params":"-","MACs":"-","Speed (KB/s)":"652′","Multi Modal":false}. This record does not assert independent reproduction. ### OmniZip-M Bits per Byte: 2.926. Result ID: 69a855506dbb7075b94f99b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Params":"38M","MACs":"18.2M","Speed (KB/s)":"1015‡","Multi Modal":true}. This record does not assert independent reproduction. ### JPEG2000 Bits per Byte: 2.927. Result ID: 69a855506dbb7075b94f99ac. [Reporting paper]() Recorded evaluation configuration: {"#Params":"-","MACs":"-","Speed (KB/s)":"5000′","Multi Modal":false}. This record does not assert independent reproduction. ### RC Bits per Byte: 2.93. Result ID: 69a855506dbb7075b94f99b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Params":"-","MACs":"-","Speed (KB/s)":"-","Multi Modal":false}. This record does not assert independent reproduction. ### OmniZip-S Bits per Byte: 2.933. Result ID: 69a855506dbb7075b94f99b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Params":"4.8M","MACs":"3.88M","Speed (KB/s)":"1223‡","Multi Modal":true}. This record does not assert independent reproduction. ### L3C\* Bits per Byte: 2.94. Result ID: 69a855506dbb7075b94f99b0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#Params":"5M","MACs":"6.86M","Speed (KB/s)":"178","Multi Modal":false}. This record does not assert independent reproduction. ### WebP Bits per Byte: 3.006. Result ID: 69a855506dbb7075b94f99aa. [Reporting paper]() Recorded evaluation configuration: {"#Params":"-","MACs":"-","Speed (KB/s)":"330′","Multi Modal":false}. This record does not assert independent reproduction. ### BPG Bits per Byte: 3.144. Result ID: 69a855506dbb7075b94f99a9. [Reporting paper]() Recorded evaluation configuration: {"#Params":"-","MACs":"-","Speed (KB/s)":"180′","Multi Modal":false}. This record does not assert independent reproduction. ### bzip2 Bits per Byte: 4.033. Result ID: 69a855506dbb7075b94f99a5. [Reporting paper]() Recorded evaluation configuration: {"#Params":"-","MACs":"-","Speed (KB/s)":"3300′","Multi Modal":true}. This record does not assert independent reproduction. ### gzip Bits per Byte: 4.039. Result ID: 69a855506dbb7075b94f99a4. [Reporting paper]() Recorded evaluation configuration: {"#Params":"-","MACs":"-","Speed (KB/s)":"14500′","Multi Modal":true}. This record does not assert independent reproduction. ### PNG Bits per Byte: 4.041. Result ID: 69a855506dbb7075b94f99a7. [Reporting paper]() Recorded evaluation configuration: {"#Params":"-","MACs":"-","Speed (KB/s)":"200′","Multi Modal":false}. This record does not assert independent reproduction. ### zstd Bits per Byte: 4.042. Result ID: 69a855506dbb7075b94f99a6. [Reporting paper]() Recorded evaluation configuration: {"#Params":"-","MACs":"-","Speed (KB/s)":"11000′","Multi Modal":true}. This record does not assert independent reproduction. ### Llama3\* Bits per Byte: 4.29. Result ID: 69a855506dbb7075b94f99ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Params":"8B","MACs":"7.80G","Speed (KB/s)":"20‡","Multi Modal":true}. This record does not assert independent reproduction. ### RWKV\* Bits per Byte: 4.31. Result ID: 69a855506dbb7075b94f99ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Params":"7B","MACs":"7.19G","Speed (KB/s)":"86‡","Multi Modal":true}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.