# Long-tailed Image Classification on iNaturalist 2018 (Shot Accuracy Breakdown) Source: [Long-tailed Image Classification on iNaturalist 2018 (Shot Accuracy Breakdown)]() Collection index: [llms.txt]() Data updated: 2026-06-02T13:42:38.463Z Evaluation of Long-Tailed Image Classification performance on the iNaturalist 2018 dataset, specifically reporting accuracy metrics segmented by the number of training examples per class (Many-shot, Medium-shot, Few-shot). 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 | Long-tailed Image Classification | | Dataset (including any stated split) | iNaturalist 2018 | | Metric | Overall Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 - [Overall Accuracy](): Higher is better; unit: PERCENT. - [Many-shot Accuracy](): Higher is better; unit: PERCENT. - [Medium-shot Accuracy](): Higher is better; unit: PERCENT. - [Few-shot Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Overall Accuracy | Result date | Report paper | | --- | --- | --- | --- | | GLMC + SAMN | 72.7 | Not recorded | 6a1e6455dbd7150506f859fe | | GLMC | 72.2 | Not recorded | 6a1e6455dbd7150506f859fe | | IWB | 71.5 | Not recorded | 6a1e6455dbd7150506f859fe | | WD + MaxNorm | 70.2 | Not recorded | 6a1e6455dbd7150506f859fe | | LogitAdjust | 69.4 | Not recorded | 6a1e6455dbd7150506f859fe | | DiVE | 69.1 | Not recorded | 6a1e6455dbd7150506f859fe | | AREA | 68.4 | Not recorded | 6a1e6455dbd7150506f859fe | | τ-norm | 65.6 | Not recorded | 6a1e6455dbd7150506f859fe | | cRT | 65.2 | Not recorded | 6a1e6455dbd7150506f859fe | | CE | 61.7 | Not recorded | 6a1e6455dbd7150506f859fe | ### GLMC + SAMN Overall Accuracy: 72.7. Result ID: 6a1eddb1fbc373592c1b0abd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNeXt50"}. This record does not assert independent reproduction. ### GLMC Overall Accuracy: 72.2. Result ID: 6a1eddb1fbc373592c1b0abc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNeXt50"}. This record does not assert independent reproduction. ### IWB Overall Accuracy: 71.5. Result ID: 6a1eddb1fbc373592c1b0abb. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNeXt50"}. This record does not assert independent reproduction. ### WD + MaxNorm Overall Accuracy: 70.2. Result ID: 6a1eddb1fbc373592c1b0aba. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNeXt50"}. This record does not assert independent reproduction. ### LogitAdjust Overall Accuracy: 69.4. Result ID: 6a1eddb1fbc373592c1b0ab8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNeXt50"}. This record does not assert independent reproduction. ### DiVE Overall Accuracy: 69.1. Result ID: 6a1eddb1fbc373592c1b0ab9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNeXt50"}. This record does not assert independent reproduction. ### AREA Overall Accuracy: 68.4. Result ID: 6a1eddb1fbc373592c1b0ab7. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNeXt50"}. This record does not assert independent reproduction. ### τ-norm Overall Accuracy: 65.6. Result ID: 6a1eddb1fbc373592c1b0ab5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNeXt50"}. This record does not assert independent reproduction. ### cRT Overall Accuracy: 65.2. Result ID: 6a1eddb1fbc373592c1b0ab6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNeXt50"}. This record does not assert independent reproduction. ### CE Overall Accuracy: 61.7. Result ID: 6a1eddb1fbc373592c1b0ab4. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNeXt50"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.