# Lossless compression on YCB-Slide Source: [Lossless compression on YCB-Slide]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:37:51.252Z Evaluation of lossless compression models on the YCB-Slide dataset, typically measured using bits per Byte. 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 compression | | Dataset (including any stated split) | YCB-Slide | | Metric | Bits per Byte | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 17 of 17 | | 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. ## Recorded results | Method | Bits per Byte | Result date | Report paper | | --- | --- | --- | --- | | TaCo-LL-96M | 1.073 | Not recorded | 698c0d26c97a0b3e3b5e11fa | | TaCo-LL-48M | 1.321 | Not recorded | 698c0d26c97a0b3e3b5e11fa | | DualComp-I | 1.388 | Not recorded | 698c0d26c97a0b3e3b5e11fa | | JPEG-XL | 1.431 | Not recorded | 698c0d26c97a0b3e3b5e11fa | | FLIF | 1.489 | Not recorded | 698c0d26c97a0b3e3b5e11fa | | DLPR | 1.503 | Not recorded | 698c0d26c97a0b3e3b5e11fa | | P2LLM | 1.512 | Not recorded | 698c0d26c97a0b3e3b5e11fa | | TaCo-LL-12M | 1.52 | Not recorded | 698c0d26c97a0b3e3b5e11fa | | WebP | 1.767 | Not recorded | 698c0d26c97a0b3e3b5e11fa | | RWKV\* | 1.88 | Not recorded | 698c0d26c97a0b3e3b5e11fa | | Llama3\* | 1.905 | Not recorded | 698c0d26c97a0b3e3b5e11fa | | JPEG2000 | 1.916 | Not recorded | 698c0d26c97a0b3e3b5e11fa | | BPG | 1.922 | Not recorded | 698c0d26c97a0b3e3b5e11fa | | PNG | 2.183 | Not recorded | 698c0d26c97a0b3e3b5e11fa | | zstd | 2.184 | Not recorded | 698c0d26c97a0b3e3b5e11fa | | gzip | 2.185 | Not recorded | 698c0d26c97a0b3e3b5e11fa | | bzip2 | 2.205 | Not recorded | 698c0d26c97a0b3e3b5e11fa | ### TaCo-LL-96M Bits per Byte: 1.073. Result ID: 6999bc985698665ec4373cb3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model parameters":"96M"}. This record does not assert independent reproduction. ### TaCo-LL-48M Bits per Byte: 1.321. Result ID: 6999bc985698665ec4373cb2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model parameters":"48M"}. This record does not assert independent reproduction. ### DualComp-I Bits per Byte: 1.388. Result ID: 6999bc985698665ec4373cb0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### JPEG-XL Bits per Byte: 1.431. Result ID: 6999bc985698665ec4373ca9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FLIF Bits per Byte: 1.489. Result ID: 6999bc985698665ec4373ca6. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DLPR Bits per Byte: 1.503. Result ID: 6999bc985698665ec4373cac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### P2LLM Bits per Byte: 1.512. Result ID: 6999bc985698665ec4373cad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TaCo-LL-12M Bits per Byte: 1.52. Result ID: 6999bc985698665ec4373cb1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model parameters":"12M"}. This record does not assert independent reproduction. ### WebP Bits per Byte: 1.767. Result ID: 6999bc985698665ec4373ca8. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RWKV\* Bits per Byte: 1.88. Result ID: 6999bc985698665ec4373caf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Llama3\* Bits per Byte: 1.905. Result ID: 6999bc985698665ec4373cae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### JPEG2000 Bits per Byte: 1.916. Result ID: 6999bc985698665ec4373caa. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BPG Bits per Byte: 1.922. Result ID: 6999bc985698665ec4373ca7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PNG Bits per Byte: 2.183. Result ID: 6999bc985698665ec4373cab. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### zstd Bits per Byte: 2.184. Result ID: 6999bc985698665ec4373ca4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### gzip Bits per Byte: 2.185. Result ID: 6999bc985698665ec4373ca3. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### bzip2 Bits per Byte: 2.205. Result ID: 6999bc985698665ec4373ca5. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.