# Image Classification on SUN397 Base Source: [Image Classification on SUN397 Base]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:11.874Z Evaluation of Image Classification performance on the SUN397 Base dataset, typically measured by Top-1 Accuracy. 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 Classification | | Dataset (including any stated split) | SUN397 Base | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 - [Top-1 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | TAC | 83.7 | Not recorded | 699d307b6017c4460ffab3ad | | LLaMP | 83.41 | Not recorded | 699d307b6017c4460ffab3ad | | ManiPT | 83.18 | Not recorded | 699d307b6017c4460ffab3ad | | TAP | 82.87 | Not recorded | 699d307b6017c4460ffab3ad | | PromptSRC | 82.67 | Not recorded | 699d307b6017c4460ffab3ad | | CoPrompt | 82.63 | Not recorded | 699d307b6017c4460ffab3ad | | PromptAlign | 81.57 | Not recorded | 68fa71d41e209131cea533bd | | MaPLe+TPT | 81.15 | Not recorded | 68fa71d41e209131cea533bd | | MaPLe | 80.82 | Not recorded | 699d307b6017c4460ffab3ad | | MaPLe | 80.8 | Not recorded | 68fa71d41e209131cea533bd | | CoOp | 80.6 | Not recorded | 699d307b6017c4460ffab3ad | | CoCoOp | 79.74 | Not recorded | 699d307b6017c4460ffab3ad | | ProDA | 78.67 | Not recorded | 68fa71d41e209131cea533bd | | CLIP | 69.36 | Not recorded | 699d307b6017c4460ffab3ad | ### TAC Top-1 Accuracy: 83.7. Result ID: 699e3adb5698665ec4f7919a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LLaMP Top-1 Accuracy: 83.41. Result ID: 699e3adb5698665ec4f79197. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ManiPT Top-1 Accuracy: 83.18. Result ID: 699e3adb5698665ec4f7919c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TAP Top-1 Accuracy: 82.87. Result ID: 699e3adb5698665ec4f7919b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PromptSRC Top-1 Accuracy: 82.67. Result ID: 699e3adb5698665ec4f79198. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoPrompt Top-1 Accuracy: 82.63. Result ID: 699e3adb5698665ec4f79199. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PromptAlign Top-1 Accuracy: 81.57. Result ID: 6991e8403a6c3148490b5bde. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MaPLe+TPT Top-1 Accuracy: 81.15. Result ID: 6991e8403a6c3148490b5bdd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"test-time prompt tuning":true}. This record does not assert independent reproduction. ### MaPLe Top-1 Accuracy: 80.82. Result ID: 699e3adb5698665ec4f79196. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MaPLe Top-1 Accuracy: 80.8. Result ID: 6991e8403a6c3148490b5bdc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoOp Top-1 Accuracy: 80.6. Result ID: 699e3adb5698665ec4f79194. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoCoOp Top-1 Accuracy: 79.74. Result ID: 699e3adb5698665ec4f79195. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ProDA Top-1 Accuracy: 78.67. Result ID: 6991e8403a6c3148490b5bdb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CLIP Top-1 Accuracy: 69.36. Result ID: 699e3adb5698665ec4f79193. [Reporting paper]() [Method origin paper]() [Implementation]() 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.