# Image Classification on Flowers101 (novel classes) Source: [Image Classification on Flowers101 (novel classes)]() Collection index: [llms.txt]() Data updated: 2026-02-27T14:19:32.766Z Evaluation of Image Classification performance on the Flowers101 dataset using the novel classes configuration, reporting Accuracy 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 | Image Classification | | Dataset (including any stated split) | Flowers101 novel classes | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 | 63.32 | Not recorded | 699d30716017c4460ffab2ff | | CoOp | 61.87 | Not recorded | 699d30716017c4460ffab2ff | | TCPT | 61.65 | Not recorded | 699d30716017c4460ffab2ff | | TCPT | 61.47 | Not recorded | 699d30716017c4460ffab2ff | | CoOp | 60.31 | Not recorded | 699d30716017c4460ffab2ff | | ZS-Norm | 59.93 | Not recorded | 699d30716017c4460ffab2ff | | ZS-Norm | 54.09 | Not recorded | 699d30716017c4460ffab2ff | | Penalty | 53.78 | Not recorded | 699d30716017c4460ffab2ff | ### Penalty Accuracy: 63.32. Result ID: 69a1a7d535dfcabb00e801dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN-50"}. This record does not assert independent reproduction. ### CoOp Accuracy: 61.87. Result ID: 69a1a7d535dfcabb00e801db. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN-50"}. This record does not assert independent reproduction. ### TCPT Accuracy: 61.65. Result ID: 69a1a7d535dfcabb00e801e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### TCPT Accuracy: 61.47. Result ID: 69a1a7d535dfcabb00e801de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN-50"}. This record does not assert independent reproduction. ### CoOp Accuracy: 60.31. Result ID: 69a1a7d535dfcabb00e801df. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### ZS-Norm Accuracy: 59.93. Result ID: 69a1a7d535dfcabb00e801dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN-50"}. This record does not assert independent reproduction. ### ZS-Norm Accuracy: 54.09. Result ID: 69a1a7d535dfcabb00e801e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### Penalty Accuracy: 53.78. Result ID: 69a1a7d535dfcabb00e801e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.