# Fine-grained image classification on FGVC Aircraft (test) Source: [Fine-grained image classification on FGVC Aircraft (test)]() Collection index: [llms.txt]() Data updated: 2026-06-02T13:41:37.736Z Evaluation of Fine-grained Image Classification performance on the test split of the FGVC Aircraft dataset, reporting Base, Novel, and Harmonic Mean accuracies. 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) | FGVC Aircraft (test) | | Metric | Base Accuracy | | 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](): Higher is better; unit: PERCENT. - [Novel Accuracy](): Higher is better; unit: PERCENT. - [Harmonic Mean Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Base Accuracy | Result date | Report paper | | --- | --- | --- | --- | | ToolFG | 75.6 | Not recorded | 6a1e6454dbd7150506f859f6 | | DiVE-k | 68.1 | Not recorded | 6a1e6454dbd7150506f859f6 | | Fine-R1 | 66.8 | Not recorded | 6a1e6454dbd7150506f859f6 | | ViRFT | 66.4 | Not recorded | 6a1e6454dbd7150506f859f6 | | Qwen2.5-VL-7B | 50.3 | Not recorded | 6a1e6454dbd7150506f859f6 | | PromptSRC | 42.7 | Not recorded | 6a1e6454dbd7150506f859f6 | | MaPLe | 37.4 | Not recorded | 6a1e6454dbd7150506f859f6 | ### ToolFG Base Accuracy: 75.6. Result ID: 6a1edd74fbc373592c1b08f9. [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: 68.1. Result ID: 6a1edd74fbc373592c1b08f7. [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: 66.8. Result ID: 6a1edd74fbc373592c1b08f8. [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. ### ViRFT Base Accuracy: 66.4. Result ID: 6a1edd74fbc373592c1b08f6. [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: 50.3. Result ID: 6a1edd74fbc373592c1b08f3. [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: 42.7. Result ID: 6a1edd74fbc373592c1b08f5. [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: 37.4. Result ID: 6a1edd74fbc373592c1b08f4. [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. Page 1 of 1. This is an index page, not the full collection.