# Image Captioning on DID-Bench GT-GPT4-V 1.0 (test) Source: [Image Captioning on DID-Bench GT-GPT4-V 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-27T10:20:06.932Z Evaluation of Image Captioning performance on the test split of the DID-Bench GT-GPT4-V 1.0 dataset, assessed using standard captioning metrics like BLEU, CIDEr, METEOR, ROUGE, SPICE, and WMD. 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 | Image Captioning | | Dataset (including any stated split) | DID-Bench GT-GPT4-V 1.0 (test) | | Metric | BLEU-1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 - [BLEU-1](): Higher is better; unit: PERCENT. - [BLEU-2](): Higher is better; unit: PERCENT. - [BLEU-3](): Higher is better; unit: PERCENT. - [BLEU-4](): Higher is better; unit: PERCENT. - [CIDEr](): Higher is better; unit: SCALAR. - [METEOR](): Higher is better; unit: PERCENT. - [ROUGE](): Higher is better; unit: PERCENT. - [SPICE](): Higher is better; unit: PERCENT. - [WMD](): Lower is better; unit: SCALAR. ## Recorded results | Method | BLEU-1 | Result date | Report paper | | --- | --- | --- | --- | | Patch Matters | 36.83 | Not recorded | 68fa77df1e209131cea75b6b | | IT | 33.73 | Not recorded | 68fa77df1e209131cea75b6b | | Patch Matters | 30.96 | Not recorded | 68fa77df1e209131cea75b6b | | Synthesized | 27.7 | Not recorded | 68fa77df1e209131cea75b6b | | Patch Matters | 22.82 | Not recorded | 68fa77df1e209131cea75b6b | | IT | 21.35 | Not recorded | 68fa77df1e209131cea75b6b | | Synthesized | 20.52 | Not recorded | 68fa77df1e209131cea75b6b | | Global | 19.52 | Not recorded | 68fa77df1e209131cea75b6b | | IT | 16.46 | Not recorded | 68fa77df1e209131cea75b6b | | Synthesized | 15.77 | Not recorded | 68fa77df1e209131cea75b6b | | Global | 7.7 | Not recorded | 68fa77df1e209131cea75b6b | | Global | 7.01 | Not recorded | 68fa77df1e209131cea75b6b | | PoCa | 4.43 | Not recorded | 68fa77df1e209131cea75b6b | | PoCa | 1.57 | Not recorded | 68fa77df1e209131cea75b6b | | PoCa | 0.58 | Not recorded | 68fa77df1e209131cea75b6b | ### Patch Matters BLEU-1: 36.83. Result ID: 69a16fba35dfcabb00e704ff. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Claude-3.5-Sonnet"}. This record does not assert independent reproduction. ### IT BLEU-1: 33.73. Result ID: 69a16fba35dfcabb00e704fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Claude-3.5-Sonnet"}. This record does not assert independent reproduction. ### Patch Matters BLEU-1: 30.96. Result ID: 69a16fba35dfcabb00e704f5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"GLM-4V-Plus"}. This record does not assert independent reproduction. ### Synthesized BLEU-1: 27.7. Result ID: 69a16fba35dfcabb00e704fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Claude-3.5-Sonnet"}. This record does not assert independent reproduction. ### Patch Matters BLEU-1: 22.82. Result ID: 69a16fba35dfcabb00e704fa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"GPT-4o"}. This record does not assert independent reproduction. ### IT BLEU-1: 21.35. Result ID: 69a16fba35dfcabb00e704f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GLM-4V-Plus"}. This record does not assert independent reproduction. ### Synthesized BLEU-1: 20.52. Result ID: 69a16fba35dfcabb00e704f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GLM-4V-Plus"}. This record does not assert independent reproduction. ### Global BLEU-1: 19.52. Result ID: 69a16fba35dfcabb00e704fb. [Reporting paper]() Recorded evaluation configuration: {"Model":"Claude-3.5-Sonnet"}. This record does not assert independent reproduction. ### IT BLEU-1: 16.46. Result ID: 69a16fba35dfcabb00e704f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-4o"}. This record does not assert independent reproduction. ### Synthesized BLEU-1: 15.77. Result ID: 69a16fba35dfcabb00e704f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-4o"}. This record does not assert independent reproduction. ### Global BLEU-1: 7.7. Result ID: 69a16fba35dfcabb00e704f1. [Reporting paper]() Recorded evaluation configuration: {"Model":"GLM-4V-Plus"}. This record does not assert independent reproduction. ### Global BLEU-1: 7.01. Result ID: 69a16fba35dfcabb00e704f6. [Reporting paper]() Recorded evaluation configuration: {"Model":"GPT-4o"}. This record does not assert independent reproduction. ### PoCa BLEU-1: 4.43. Result ID: 69a16fba35dfcabb00e704fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Claude-3.5-Sonnet"}. This record does not assert independent reproduction. ### PoCa BLEU-1: 1.57. Result ID: 69a16fba35dfcabb00e704f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GLM-4V-Plus"}. This record does not assert independent reproduction. ### PoCa BLEU-1: 0.58. Result ID: 69a16fba35dfcabb00e704f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GPT-4o"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.