# Image Classification on Flowers102 (Novel) Source: [Image Classification on Flowers102 (Novel)]() Collection index: [llms.txt]() Data updated: 2026-05-12T13:07:21.444Z Evaluation of Image Classification performance on the Flowers102 dataset using a novel configuration or subset, reporting 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) | Flowers102 (Novel) | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 | | --- | --- | --- | --- | | LPT | 77.9 | Not recorded | 68fa75701e209131cea67e88 | | CLIP | 77.8 | Not recorded | 68fa75701e209131cea67e88 | | PromptSRC | 76.5 | Not recorded | 68fa75701e209131cea67e88 | | Dept | 76.37 | Not recorded | 68fa75701e209131cea67e88 | | 2SFS | 76.17 | Not recorded | 68fa75701e209131cea67e88 | | MMA | 75.93 | Not recorded | 68fa75701e209131cea67e88 | | TCP | 75.57 | Not recorded | 68fa75701e209131cea67e88 | | LASP | 74 | Not recorded | 68fa75701e209131cea67e88 | | MaPLe | 72.46 | Not recorded | 68fa75701e209131cea67e88 | | MaPLe | 72.4 | Not recorded | 68fa71d41e209131cea533bd | | PromptAlign | 72.34 | Not recorded | 68fa71d41e209131cea533bd | | MaPLe+TPT | 72.1 | Not recorded | 68fa71d41e209131cea533bd | | CoCoOp | 71.75 | Not recorded | 68fa75701e209131cea67e88 | | ProDA | 68.68 | Not recorded | 68fa71d41e209131cea533bd | | CoOp | 59.67 | Not recorded | 68fa75701e209131cea67e88 | ### LPT Top-1 Accuracy: 77.9. Result ID: 6a03260847f34ce924e78777. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CLIP Top-1 Accuracy: 77.8. Result ID: 6a03260847f34ce924e7876d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PromptSRC Top-1 Accuracy: 76.5. Result ID: 6a03260847f34ce924e78772. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Dept Top-1 Accuracy: 76.37. Result ID: 6a03260847f34ce924e78773. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### 2SFS Top-1 Accuracy: 76.17. Result ID: 6a03260847f34ce924e78776. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMA Top-1 Accuracy: 75.93. Result ID: 6a03260847f34ce924e78775. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TCP Top-1 Accuracy: 75.57. Result ID: 6a03260847f34ce924e78774. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LASP Top-1 Accuracy: 74. Result ID: 6a03260847f34ce924e78770. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MaPLe Top-1 Accuracy: 72.46. Result ID: 6a03260847f34ce924e78771. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MaPLe Top-1 Accuracy: 72.4. Result ID: 6991e8403a6c3148490b5bc8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PromptAlign Top-1 Accuracy: 72.34. Result ID: 6991e8403a6c3148490b5bca. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MaPLe+TPT Top-1 Accuracy: 72.1. Result ID: 6991e8403a6c3148490b5bc9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"test-time prompt tuning":true}. This record does not assert independent reproduction. ### CoCoOp Top-1 Accuracy: 71.75. Result ID: 6a03260847f34ce924e7876f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ProDA Top-1 Accuracy: 68.68. Result ID: 6991e8403a6c3148490b5bc7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoOp Top-1 Accuracy: 59.67. Result ID: 6a03260847f34ce924e7876e. [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.