# Fine-grained classification on Aircraft 1.0 (test) Source: [Fine-grained classification on Aircraft 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:55.968Z Evaluation of Fine-grained Classification performance on the test split of the Aircraft 1.0 dataset, 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 | Fine-grained classification | | Dataset (including any stated split) | Aircraft 1.0 (test) | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 | | --- | --- | --- | --- | | DCL | 93 | Not recorded | 68fa67331e209131cea14ad8 | | ACNet | 92.4 | Not recorded | 68fa67331e209131cea14ad8 | | DFL-CNN | 91.7 | Not recorded | 68fa67331e209131cea14ad8 | | ACNet | 91.5 | Not recorded | 68fa67331e209131cea14ad8 | | HBPASM | 91.3 | Not recorded | 68fa67331e209131cea14ad8 | | DCL | 91.2 | Not recorded | 68fa67331e209131cea14ad8 | | MA-CNN | 89.9 | Not recorded | 68fa67331e209131cea14ad8 | | MaxEnt | 89.7 | Not recorded | 68fa67331e209131cea14ad8 | | PC-DenseNet-161 | 89.2 | Not recorded | 68fa67331e209131cea14ad8 | | Improved B-CNN | 88.5 | Not recorded | 68fa67331e209131cea14ad8 | | BoostCNN | 88.5 | Not recorded | 68fa67331e209131cea14ad8 | | MDTP | 88.4 | Not recorded | 68fa67331e209131cea14ad8 | | HIHCA | 88.3 | Not recorded | 68fa67331e209131cea14ad8 | | RA-CNN | 88.2 | Not recorded | 68fa67331e209131cea14ad8 | | LRBP | 87.3 | Not recorded | 68fa67331e209131cea14ad8 | | B-CNN | 86.9 | Not recorded | 68fa67331e209131cea14ad8 | | KP | 86.9 | Not recorded | 68fa67331e209131cea14ad8 | | MG-CNN | 86.6 | Not recorded | 68fa67331e209131cea14ad8 | ### DCL Top-1 Accuracy: 93. Result ID: 698d1c908b517eb4331f1835. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Annotation":"false"}. This record does not assert independent reproduction. ### ACNet Top-1 Accuracy: 92.4. Result ID: 698d1c908b517eb4331f1837. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Annotation":"false"}. This record does not assert independent reproduction. ### DFL-CNN Top-1 Accuracy: 91.7. Result ID: 698d1c908b517eb4331f1833. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Annotation":"false"}. This record does not assert independent reproduction. ### ACNet Top-1 Accuracy: 91.5. Result ID: 698d1c908b517eb4331f1836. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG-16","Annotation":"false"}. This record does not assert independent reproduction. ### HBPASM Top-1 Accuracy: 91.3. Result ID: 698d1c908b517eb4331f1832. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Resnet-34","Annotation":"false"}. This record does not assert independent reproduction. ### DCL Top-1 Accuracy: 91.2. Result ID: 698d1c908b517eb4331f1834. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"VGG-16","Annotation":"false"}. This record does not assert independent reproduction. ### MA-CNN Top-1 Accuracy: 89.9. Result ID: 698d1c908b517eb4331f1829. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"VGG-19","Annotation":"false"}. This record does not assert independent reproduction. ### MaxEnt Top-1 Accuracy: 89.7. Result ID: 698d1c908b517eb4331f1831. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DenseNet-161","Annotation":"false"}. This record does not assert independent reproduction. ### PC-DenseNet-161 Top-1 Accuracy: 89.2. Result ID: 698d1c908b517eb4331f1830. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"DenseNet-161","Annotation":"false"}. This record does not assert independent reproduction. ### Improved B-CNN Top-1 Accuracy: 88.5. Result ID: 698d1c908b517eb4331f182e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG-16","Annotation":"false"}. This record does not assert independent reproduction. ### BoostCNN Top-1 Accuracy: 88.5. Result ID: 698d1c908b517eb4331f182f. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"VGG-16","Annotation":"false"}. This record does not assert independent reproduction. ### MDTP Top-1 Accuracy: 88.4. Result ID: 698d1c908b517eb4331f1827. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG-16","Annotation":"true"}. This record does not assert independent reproduction. ### HIHCA Top-1 Accuracy: 88.3. Result ID: 698d1c908b517eb4331f182d. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"VGG-16","Annotation":"false"}. This record does not assert independent reproduction. ### RA-CNN Top-1 Accuracy: 88.2. Result ID: 698d1c908b517eb4331f1828. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"VGG-19","Annotation":"false"}. This record does not assert independent reproduction. ### LRBP Top-1 Accuracy: 87.3. Result ID: 698d1c908b517eb4331f182c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG-16","Annotation":"false"}. This record does not assert independent reproduction. ### B-CNN Top-1 Accuracy: 86.9. Result ID: 698d1c908b517eb4331f182a. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"VGG-16","Annotation":"false"}. This record does not assert independent reproduction. ### KP Top-1 Accuracy: 86.9. Result ID: 698d1c908b517eb4331f182b. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"VGG-16","Annotation":"false"}. This record does not assert independent reproduction. ### MG-CNN Top-1 Accuracy: 86.6. Result ID: 698d1c908b517eb4331f1826. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Annotation":"true"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.