# Image Classification on Flowers101 Source: [Image Classification on Flowers101]() Collection index: [llms.txt]() Data updated: 2026-05-26T11:20:31.329Z Evaluation of Image Classification performance on the Flowers101 dataset, reporting standard 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) | Flowers101 | | 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. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | VaMP | 73.18 | Not recorded | 692d2153d6b0dd33429319bc | | MAIL++ | 72.87 | Not recorded | 6a15296adbd7150506f7e3a4 | | MMRL | 72.77 | Not recorded | 692d2153d6b0dd33429319bc | | MMRL | 72.77 | Not recorded | 6a15296adbd7150506f7e3a4 | | DeKg | 72.39 | Not recorded | 6a15296adbd7150506f7e3a4 | | MaPLe | 72.23 | Not recorded | 692d2153d6b0dd33429319bc | | MaPLe | 72.23 | Not recorded | 6a15296adbd7150506f7e3a4 | | MMA | 72.07 | Not recorded | 692d2153d6b0dd33429319bc | | MMA | 72.07 | Not recorded | 6a15296adbd7150506f7e3a4 | | CoOpOp | 71.88 | Not recorded | 692d2153d6b0dd33429319bc | | CoOpOp | 71.88 | Not recorded | 6a15296adbd7150506f7e3a4 | | MAIL | 71.47 | Not recorded | 6a15296adbd7150506f7e3a4 | | BIP-D | 71.43 | Not recorded | 6a15296adbd7150506f7e3a4 | | TCP | 71.21 | Not recorded | 692d2153d6b0dd33429319bc | | TCP | 71.21 | Not recorded | 6a15296adbd7150506f7e3a4 | | PromptSRC | 70.25 | Not recorded | 692d2153d6b0dd33429319bc | | PromptSRC | 70.25 | Not recorded | 6a15296adbd7150506f7e3a4 | | CoOp | 68.71 | Not recorded | 692d2153d6b0dd33429319bc | | CoOp | 68.71 | Not recorded | 6a15296adbd7150506f7e3a4 | ### VaMP Accuracy: 73.18. Result ID: 6995e14c3badfaffe6e8b834. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Cross-dataset evaluation protocol":true,"Zero-shot transfer":true}. This record does not assert independent reproduction. ### MAIL++ Accuracy: 72.87. Result ID: 6a1581fcfbc373592c0ddf5c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Training Shots":"16-shot","Training Source":"ImageNet"}. This record does not assert independent reproduction. ### MMRL Accuracy: 72.77. Result ID: 6995e14c3badfaffe6e8b833. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Cross-dataset evaluation protocol":true,"Zero-shot transfer":true}. This record does not assert independent reproduction. ### MMRL Accuracy: 72.77. Result ID: 6a1581fcfbc373592c0ddf59. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Training Shots":"16-shot","Training Source":"ImageNet"}. This record does not assert independent reproduction. ### DeKg Accuracy: 72.39. Result ID: 6a1581fcfbc373592c0ddf58. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Training Shots":"16-shot","Training Source":"ImageNet"}. This record does not assert independent reproduction. ### MaPLe Accuracy: 72.23. Result ID: 6995e14c3badfaffe6e8b82f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Cross-dataset evaluation protocol":true,"Zero-shot transfer":true}. This record does not assert independent reproduction. ### MaPLe Accuracy: 72.23. Result ID: 6a1581fcfbc373592c0ddf54. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Training Shots":"16-shot","Training Source":"ImageNet"}. This record does not assert independent reproduction. ### MMA Accuracy: 72.07. Result ID: 6995e14c3badfaffe6e8b832. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Cross-dataset evaluation protocol":true,"Zero-shot transfer":true}. This record does not assert independent reproduction. ### MMA Accuracy: 72.07. Result ID: 6a1581fcfbc373592c0ddf56. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Training Shots":"16-shot","Training Source":"ImageNet"}. This record does not assert independent reproduction. ### CoOpOp Accuracy: 71.88. Result ID: 6995e14c3badfaffe6e8b82e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Cross-dataset evaluation protocol":true,"Zero-shot transfer":true}. This record does not assert independent reproduction. ### CoOpOp Accuracy: 71.88. Result ID: 6a1581fcfbc373592c0ddf53. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Training Shots":"16-shot","Training Source":"ImageNet"}. This record does not assert independent reproduction. ### MAIL Accuracy: 71.47. Result ID: 6a1581fcfbc373592c0ddf5b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Training Shots":"16-shot","Training Source":"ImageNet"}. This record does not assert independent reproduction. ### BIP-D Accuracy: 71.43. Result ID: 6a1581fcfbc373592c0ddf5a. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Training Shots":"16-shot","Training Source":"ImageNet"}. This record does not assert independent reproduction. ### TCP Accuracy: 71.21. Result ID: 6995e14c3badfaffe6e8b831. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Cross-dataset evaluation protocol":true,"Zero-shot transfer":true}. This record does not assert independent reproduction. ### TCP Accuracy: 71.21. Result ID: 6a1581fcfbc373592c0ddf57. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Training Shots":"16-shot","Training Source":"ImageNet"}. This record does not assert independent reproduction. ### PromptSRC Accuracy: 70.25. Result ID: 6995e14c3badfaffe6e8b830. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Cross-dataset evaluation protocol":true,"Zero-shot transfer":true}. This record does not assert independent reproduction. ### PromptSRC Accuracy: 70.25. Result ID: 6a1581fcfbc373592c0ddf55. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Training Shots":"16-shot","Training Source":"ImageNet"}. This record does not assert independent reproduction. ### CoOp Accuracy: 68.71. Result ID: 6995e14c3badfaffe6e8b82d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Cross-dataset evaluation protocol":true,"Zero-shot transfer":true}. This record does not assert independent reproduction. ### CoOp Accuracy: 68.71. Result ID: 6a1581fcfbc373592c0ddf52. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Training Shots":"16-shot","Training Source":"ImageNet"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.