# Image Classification on DTD (Base, Novel, H) Source: [Image Classification on DTD (Base, Novel, H)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:37:38.162Z Evaluation of Image Classification performance on the Describable Textures Dataset (DTD), reporting Base, Novel, and H metrics. 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) | DTD | | Metric | Base Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 - [Base Accuracy](): Higher is better; unit: PERCENT. - [Novel Accuracy](): Higher is better; unit: PERCENT. - [H Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Base Accuracy | Result date | Report paper | | --- | --- | --- | --- | | VaMP | 86.14 | Not recorded | 692d2153d6b0dd33429319bc | | MMRL | 85.67 | Not recorded | 692d2153d6b0dd33429319bc | | 2SFS | 84.6 | Not recorded | 692d2153d6b0dd33429319bc | | SkipT | 83.77 | Not recorded | 692d2153d6b0dd33429319bc | | PromptSRC | 83.37 | Not recorded | 692d2153d6b0dd33429319bc | | MMA | 83.2 | Not recorded | 692d2153d6b0dd33429319bc | | TCP | 82.77 | Not recorded | 692d2153d6b0dd33429319bc | | ProDA | 80.67 | Not recorded | 692d2153d6b0dd33429319bc | | MaPLe | 80.36 | Not recorded | 692d2153d6b0dd33429319bc | | CoOp | 79.44 | Not recorded | 692d2153d6b0dd33429319bc | | KgCoOp | 77.55 | Not recorded | 692d2153d6b0dd33429319bc | | CoOpOp | 77.01 | Not recorded | 692d2153d6b0dd33429319bc | | CLIP | 53.24 | Not recorded | 692d2153d6b0dd33429319bc | ### VaMP Base Accuracy: 86.14. Result ID: 6995e14c3badfaffe6e8b7f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMRL Base Accuracy: 85.67. Result ID: 6995e14c3badfaffe6e8b7f1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### 2SFS Base Accuracy: 84.6. Result ID: 6995e14c3badfaffe6e8b7ef. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SkipT Base Accuracy: 83.77. Result ID: 6995e14c3badfaffe6e8b7f0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PromptSRC Base Accuracy: 83.37. Result ID: 6995e14c3badfaffe6e8b7ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMA Base Accuracy: 83.2. Result ID: 6995e14c3badfaffe6e8b7ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TCP Base Accuracy: 82.77. Result ID: 6995e14c3badfaffe6e8b7ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ProDA Base Accuracy: 80.67. Result ID: 6995e14c3badfaffe6e8b7e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MaPLe Base Accuracy: 80.36. Result ID: 6995e14c3badfaffe6e8b7eb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoOp Base Accuracy: 79.44. Result ID: 6995e14c3badfaffe6e8b7e7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KgCoOp Base Accuracy: 77.55. Result ID: 6995e14c3badfaffe6e8b7ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoOpOp Base Accuracy: 77.01. Result ID: 6995e14c3badfaffe6e8b7e8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CLIP Base Accuracy: 53.24. Result ID: 6995e14c3badfaffe6e8b7e6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. 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