# Fine-grained classification on ImageNet base classes Source: [Fine-grained classification on ImageNet base classes]() Collection index: [llms.txt]() Data updated: 2026-02-27T14:19:32.919Z Evaluation of Fine-grained Classification performance on the ImageNet base classes subset, reporting Accuracy (Acc) and Expected Calibration Error (ECE). 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 | Fine-grained classification | | Dataset (including any stated split) | ImageNet base classes | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [ECE](): Lower is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Penalty | 76.72 | Not recorded | 699d30716017c4460ffab2ff | | TCPT | 76.72 | Not recorded | 699d30716017c4460ffab2ff | | MaPLe | 76.71 | Not recorded | 699d30716017c4460ffab2ff | | Temp. Scal. | 76.66 | Not recorded | 699d30716017c4460ffab2ff | | ZS-Norm | 76.63 | Not recorded | 699d30716017c4460ffab2ff | | TCPT | 76.53 | Not recorded | 699d30716017c4460ffab2ff | | Penalty | 76.44 | Not recorded | 699d30716017c4460ffab2ff | | MBLS | 76.23 | Not recorded | 699d30716017c4460ffab2ff | | ZS-Norm | 76.1 | Not recorded | 699d30716017c4460ffab2ff | | TCPT | 75.84 | Not recorded | 699d30716017c4460ffab2ff | | ZS-Norm | 75.78 | Not recorded | 699d30716017c4460ffab2ff | | Temp. Scal. | 75.77 | Not recorded | 699d30716017c4460ffab2ff | | KGCoOp | 75.75 | Not recorded | 699d30716017c4460ffab2ff | | Penalty | 75.65 | Not recorded | 699d30716017c4460ffab2ff | | CoOp | 75.6 | Not recorded | 699d30716017c4460ffab2ff | | Temp. Scal. | 75.6 | Not recorded | 699d30716017c4460ffab2ff | | MBLS | 75.59 | Not recorded | 699d30716017c4460ffab2ff | | MBLS | 75.12 | Not recorded | 699d30716017c4460ffab2ff | | Zero Shot | 72.4 | Not recorded | 699d30716017c4460ffab2ff | ### Penalty Accuracy: 76.72. Result ID: 69a1a7d535dfcabb00e8021e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt Strategy":"MaPLe"}. This record does not assert independent reproduction. ### TCPT Accuracy: 76.72. Result ID: 69a1a7d535dfcabb00e8021f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt Strategy":"MaPLe"}. This record does not assert independent reproduction. ### MaPLe Accuracy: 76.71. Result ID: 69a1a7d535dfcabb00e8021a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Temp. Scal. Accuracy: 76.66. Result ID: 69a1a7d535dfcabb00e8021c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt Strategy":"MaPLe"}. This record does not assert independent reproduction. ### ZS-Norm Accuracy: 76.63. Result ID: 69a1a7d535dfcabb00e8021d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt Strategy":"MaPLe"}. This record does not assert independent reproduction. ### TCPT Accuracy: 76.53. Result ID: 69a1a7d535dfcabb00e80219. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt Strategy":"CoOp"}. This record does not assert independent reproduction. ### Penalty Accuracy: 76.44. Result ID: 69a1a7d535dfcabb00e80218. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt Strategy":"CoOp"}. This record does not assert independent reproduction. ### MBLS Accuracy: 76.23. Result ID: 69a1a7d535dfcabb00e80221. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prompt Strategy":"KGCoOp"}. This record does not assert independent reproduction. ### ZS-Norm Accuracy: 76.1. Result ID: 69a1a7d535dfcabb00e80217. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt Strategy":"CoOp"}. This record does not assert independent reproduction. ### TCPT Accuracy: 75.84. Result ID: 69a1a7d535dfcabb00e80225. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt Strategy":"KGCoOp"}. This record does not assert independent reproduction. ### ZS-Norm Accuracy: 75.78. Result ID: 69a1a7d535dfcabb00e80223. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt Strategy":"KGCoOp"}. This record does not assert independent reproduction. ### Temp. Scal. Accuracy: 75.77. Result ID: 69a1a7d535dfcabb00e80222. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt Strategy":"KGCoOp"}. This record does not assert independent reproduction. ### KGCoOp Accuracy: 75.75. Result ID: 69a1a7d535dfcabb00e80220. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Penalty Accuracy: 75.65. Result ID: 69a1a7d535dfcabb00e80224. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt Strategy":"KGCoOp"}. This record does not assert independent reproduction. ### CoOp Accuracy: 75.6. Result ID: 69a1a7d535dfcabb00e80214. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Temp. Scal. Accuracy: 75.6. Result ID: 69a1a7d535dfcabb00e80216. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt Strategy":"CoOp"}. This record does not assert independent reproduction. ### MBLS Accuracy: 75.59. Result ID: 69a1a7d535dfcabb00e8021b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prompt Strategy":"MaPLe"}. This record does not assert independent reproduction. ### MBLS Accuracy: 75.12. Result ID: 69a1a7d535dfcabb00e80215. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prompt Strategy":"CoOp"}. This record does not assert independent reproduction. ### Zero Shot Accuracy: 72.4. Result ID: 69a1a7d535dfcabb00e80213. [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.