# Image Classification on Flowers-102 (Top-1 and Top-5) Source: [Image Classification on Flowers-102 (Top-1 and Top-5)]() Collection index: [llms.txt]() Data updated: 2026-05-20T07:09:34.177Z Standard evaluation of Image Classification performance on the Oxford 102 Category Flower Dataset, reporting both Top-1 and Top-5 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) | Flowers-102 | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 25 of 25 | | 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. - [Top-5 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | DeiT-Base | 98.4 | Not recorded | 68fa78eb1e209131cea7b369 | | Attn | 98.4 | Not recorded | 6a0d4015f984739ed67377e9 | | DeiT-Small | 98.1 | Not recorded | 68fa78eb1e209131cea7b369 | | BiMamba | 98.1 | Not recorded | 6a0d4015f984739ed67377e9 | | Attn | 98.1 | Not recorded | 6a0d4015f984739ed67377e9 | | BiMamba | 98.1 | Not recorded | 6a0d4015f984739ed67377e9 | | BiMamba | 98.1 | Not recorded | 6a0d4015f984739ed67377e9 | | FAR-Tiny | 97.9 | Not recorded | 68fa78eb1e209131cea7b369 | | FAR-Small | 97.9 | Not recorded | 68fa78eb1e209131cea7b369 | | FAR-Base | 97.9 | Not recorded | 68fa78eb1e209131cea7b369 | | BiLSTM | 97.9 | Not recorded | 6a0d4015f984739ed67377e9 | | BiLSTM | 97.9 | Not recorded | 6a0d4015f984739ed67377e9 | | BiLSTM | 97.9 | Not recorded | 6a0d4015f984739ed67377e9 | | SCOTT-12/16 | 97.7 | Not recorded | 68fa771d1e209131cea711e3 | | DeiT-Tiny | 97.4 | Not recorded | 68fa78eb1e209131cea7b369 | | Attn | 97.4 | Not recorded | 6a0d4015f984739ed67377e9 | | SCOTT-12/16 | 97.1 | Not recorded | 68fa771d1e209131cea711e3 | | SCOTT-7/16 | 96.9 | Not recorded | 68fa771d1e209131cea711e3 | | FAR-Tiny (Pruned) | 96.9 | Not recorded | 68fa78eb1e209131cea7b369 | | FAR-Small (Pruned) | 96.4 | Not recorded | 68fa78eb1e209131cea7b369 | | FAR-Base (Pruned) | 96.2 | Not recorded | 68fa78eb1e209131cea7b369 | | SCOTT-7/16 | 95.7 | Not recorded | 68fa771d1e209131cea711e3 | | SCOTT-12/16 | 79.1 | Not recorded | 68fa771d1e209131cea711e3 | | SCOTT-7/16 | 79 | Not recorded | 68fa771d1e209131cea711e3 | | ViT-12/16 | 71.1 | Not recorded | 68fa771d1e209131cea711e3 | ### DeiT-Base Top-1 Accuracy: 98.4. Result ID: 6a0ab1ec47f34ce924f02325. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params (M)":"86.5","FLOPs (G)":"17.56","Structured Compression":false,"Fine-tuning":true}. This record does not assert independent reproduction. ### Attn Top-1 Accuracy: 98.4. Result ID: 6a0d5e14fbc373592c04ee77. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Scale":"Base","Params (M)":"86.5"}. This record does not assert independent reproduction. ### DeiT-Small Top-1 Accuracy: 98.1. Result ID: 6a0ab1ec47f34ce924f02322. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params (M)":"22.1","FLOPs (G)":"4.60","Structured Compression":false,"Fine-tuning":true}. This record does not assert independent reproduction. ### BiMamba Top-1 Accuracy: 98.1. Result ID: 6a0d5e14fbc373592c04ee72. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scale":"Tiny","Params (M)":"7.7"}. This record does not assert independent reproduction. ### Attn Top-1 Accuracy: 98.1. Result ID: 6a0d5e14fbc373592c04ee74. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Scale":"Small","Params (M)":"22.9"}. This record does not assert independent reproduction. ### BiMamba Top-1 Accuracy: 98.1. Result ID: 6a0d5e14fbc373592c04ee75. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scale":"Small","Params (M)":"26.9"}. This record does not assert independent reproduction. ### BiMamba Top-1 Accuracy: 98.1. Result ID: 6a0d5e14fbc373592c04ee78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scale":"Base","Params (M)":"89.9"}. This record does not assert independent reproduction. ### FAR-Tiny Top-1 Accuracy: 97.9. Result ID: 6a0ab1ec47f34ce924f02320. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":"7.5","FLOPs (G)":"1.45","Structured Compression":false,"Fine-tuning":true}. This record does not assert independent reproduction. ### FAR-Small Top-1 Accuracy: 97.9. Result ID: 6a0ab1ec47f34ce924f02323. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":"23.9","FLOPs (G)":"4.82","Structured Compression":false,"Fine-tuning":true}. This record does not assert independent reproduction. ### FAR-Base Top-1 Accuracy: 97.9. Result ID: 6a0ab1ec47f34ce924f02326. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":"83.2","FLOPs (G)":"17.31","Structured Compression":false,"Fine-tuning":true}. This record does not assert independent reproduction. ### BiLSTM Top-1 Accuracy: 97.9. Result ID: 6a0d5e14fbc373592c04ee73. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scale":"Tiny","Params (M)":"7.7"}. This record does not assert independent reproduction. ### BiLSTM Top-1 Accuracy: 97.9. Result ID: 6a0d5e14fbc373592c04ee76. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scale":"Small","Params (M)":"23.9"}. This record does not assert independent reproduction. ### BiLSTM Top-1 Accuracy: 97.9. Result ID: 6a0d5e14fbc373592c04ee79. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Scale":"Base","Params (M)":"83.2"}. This record does not assert independent reproduction. ### SCOTT-12/16 Top-1 Accuracy: 97.7. Result ID: 69ae6b056dbb7075b955dadc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"SCOTT-12/16","Params":"22 M","Evaluation Protocol":"Frozen evaluation on top of MIM-JEPA pretraining","Training Duration":"1200 epochs"}. This record does not assert independent reproduction. ### DeiT-Tiny Top-1 Accuracy: 97.4. Result ID: 6a0ab1ec47f34ce924f0231f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params (M)":"5.7","FLOPs (G)":"1.25","Structured Compression":false,"Fine-tuning":true}. This record does not assert independent reproduction. ### Attn Top-1 Accuracy: 97.4. Result ID: 6a0d5e14fbc373592c04ee71. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Scale":"Tiny","Params (M)":"5.7"}. This record does not assert independent reproduction. ### SCOTT-12/16 Top-1 Accuracy: 97.1. Result ID: 69ae6b056dbb7075b955dada. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"SCOTT-12/16","Params":"22 M","Evaluation Protocol":"Frozen evaluation on top of MIM-JEPA pretraining"}. This record does not assert independent reproduction. ### SCOTT-7/16 Top-1 Accuracy: 96.9. Result ID: 69ae6b056dbb7075b955dadb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"SCOTT-7/16","Params":"14 M","Evaluation Protocol":"Frozen evaluation on top of MIM-JEPA pretraining","Training Duration":"1200 epochs"}. This record does not assert independent reproduction. ### FAR-Tiny (Pruned) Top-1 Accuracy: 96.9. Result ID: 6a0ab1ec47f34ce924f02321. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":"5.7","FLOPs (G)":"1.08","Structured Compression":true,"Fine-tuning":true}. This record does not assert independent reproduction. ### FAR-Small (Pruned) Top-1 Accuracy: 96.4. Result ID: 6a0ab1ec47f34ce924f02324. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":"20.3","FLOPs (G)":"3.90","Structured Compression":true,"Fine-tuning":true}. This record does not assert independent reproduction. ### FAR-Base (Pruned) Top-1 Accuracy: 96.2. Result ID: 6a0ab1ec47f34ce924f02327. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":"73.0","FLOPs (G)":"14.80","Structured Compression":true,"Fine-tuning":true}. This record does not assert independent reproduction. ### SCOTT-7/16 Top-1 Accuracy: 95.7. Result ID: 69ae6b056dbb7075b955dad9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"SCOTT-7/16","Params":"14 M","Evaluation Protocol":"Frozen evaluation on top of MIM-JEPA pretraining"}. This record does not assert independent reproduction. ### SCOTT-12/16 Top-1 Accuracy: 79.1. Result ID: 69ae6b056dbb7075b955dad8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"SCOTT-12/16","Params":"22 M","Evaluation Protocol":"Supervised learning from scratch"}. This record does not assert independent reproduction. ### SCOTT-7/16 Top-1 Accuracy: 79. Result ID: 69ae6b056dbb7075b955dad7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"SCOTT-7/16","Params":"14 M","Evaluation Protocol":"Supervised learning from scratch"}. This record does not assert independent reproduction. ### ViT-12/16 Top-1 Accuracy: 71.1. Result ID: 69ae6b056dbb7075b955dad6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT-12/16","Params":"22 M","Evaluation Protocol":"Supervised learning from scratch"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.