# Fine-grained Image Classification on Oxford Flowers 102 (test) Source: [Fine-grained Image Classification on Oxford Flowers 102 (test)]() Collection index: [llms.txt]() Data updated: 2026-06-02T13:41:37.712Z Evaluation of Fine-grained Image Classification performance on the test split of the Oxford Flowers 102 dataset, reporting Base, Novel, and Harmonic Mean 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 | Fine-grained image classification | | Dataset (including any stated split) | Oxford Flowers 102 (test) | | Metric | Base Accuracy (B) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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 - [Base Accuracy (B)](): Higher is better; unit: PERCENT. - [Novel Accuracy (N)](): Higher is better; unit: PERCENT. - [Harmonic Mean (H)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Base Accuracy (B) | Result date | Report paper | | --- | --- | --- | --- | | ToolFG | 99.3 | Not recorded | 6a1e6454dbd7150506f859f6 | | PromptSRC | 98.1 | Not recorded | 6a1e6454dbd7150506f859f6 | | DiVE-k | 97.4 | Not recorded | 6a1e6454dbd7150506f859f6 | | Fine-R1 | 96.6 | Not recorded | 6a1e6454dbd7150506f859f6 | | MaPLe | 95.9 | Not recorded | 6a1e6454dbd7150506f859f6 | | ViRFT | 89.5 | Not recorded | 6a1e6454dbd7150506f859f6 | | Qwen2.5-VL-7B | 84.2 | Not recorded | 6a1e6454dbd7150506f859f6 | ### ToolFG Base Accuracy (B): 99.3. Result ID: 6a1edd74fbc373592c1b08e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Strategy":"per-dataset training","Evaluation Protocol":"Zero-shot base-to-novel generalization"}. This record does not assert independent reproduction. ### PromptSRC Base Accuracy (B): 98.1. Result ID: 6a1edd74fbc373592c1b08e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Strategy":"per-dataset training","Evaluation Protocol":"Zero-shot base-to-novel generalization"}. This record does not assert independent reproduction. ### DiVE-k Base Accuracy (B): 97.4. Result ID: 6a1edd74fbc373592c1b08e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Strategy":"per-dataset training","Evaluation Protocol":"Zero-shot base-to-novel generalization"}. This record does not assert independent reproduction. ### Fine-R1 Base Accuracy (B): 96.6. Result ID: 6a1edd74fbc373592c1b08e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Strategy":"per-dataset training","Evaluation Protocol":"Zero-shot base-to-novel generalization"}. This record does not assert independent reproduction. ### MaPLe Base Accuracy (B): 95.9. Result ID: 6a1edd74fbc373592c1b08df. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Strategy":"per-dataset training","Evaluation Protocol":"Zero-shot base-to-novel generalization"}. This record does not assert independent reproduction. ### ViRFT Base Accuracy (B): 89.5. Result ID: 6a1edd74fbc373592c1b08e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Strategy":"per-dataset training","Evaluation Protocol":"Zero-shot base-to-novel generalization"}. This record does not assert independent reproduction. ### Qwen2.5-VL-7B Base Accuracy (B): 84.2. Result ID: 6a1edd74fbc373592c1b08de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Strategy":"per-dataset training","Evaluation Protocol":"Zero-shot base-to-novel generalization"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.