# Image Classification on iNaturalist (Average Group Accuracy and Training Time) Source: [Image Classification on iNaturalist (Average Group Accuracy and Training Time)]() Collection index: [llms.txt]() Data updated: 2026-06-11T10:36:35.072Z Evaluation of Image Classification performance on the iNaturalist dataset, specifically reporting Average Group Accuracy (Top-1) and Training Time. 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) | iNaturalist | | Metric | Accuracy (Top-1, Group Avg) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 - [Accuracy (Top-1, Group Avg)](): Higher is better; unit: PERCENT. - [Training Time (minutes)](): Lower is better; unit: TIME. ## Recorded results | Method | Accuracy (Top-1, Group Avg) | Result date | Report paper | | --- | --- | --- | --- | | RCAP | 84.26 | Not recorded | 6a2a40fed33dfb23e783920b | | RCAP | 84.12 | Not recorded | 6a2a40fed33dfb23e783920b | | RCAP | 83.93 | Not recorded | 6a2a40fed33dfb23e783920b | | RCAP | 83.62 | Not recorded | 6a2a40fed33dfb23e783920b | | RCAP | 82.97 | Not recorded | 6a2a40fed33dfb23e783920b | | UCB | 7.69 | Not recorded | 6a2a40fed33dfb23e783920b | | UCB | 7.69 | Not recorded | 6a2a40fed33dfb23e783920b | | UCB | 7.69 | Not recorded | 6a2a40fed33dfb23e783920b | | UCB | 7.69 | Not recorded | 6a2a40fed33dfb23e783920b | ### RCAP Accuracy (Top-1, Group Avg): 84.26. Result ID: 6a2a8e4bfbc373592c286aea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prune Rate":"50%"}. This record does not assert independent reproduction. ### RCAP Accuracy (Top-1, Group Avg): 84.12. Result ID: 6a2a8e4bfbc373592c286aeb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prune Rate":"70%"}. This record does not assert independent reproduction. ### RCAP Accuracy (Top-1, Group Avg): 83.93. Result ID: 6a2a8e4bfbc373592c286aec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prune Rate":"80%"}. This record does not assert independent reproduction. ### RCAP Accuracy (Top-1, Group Avg): 83.62. Result ID: 6a2a8e4bfbc373592c286ae9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prune Rate":"00%"}. This record does not assert independent reproduction. ### RCAP Accuracy (Top-1, Group Avg): 82.97. Result ID: 6a2a8e4bfbc373592c286aed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prune Rate":"90%"}. This record does not assert independent reproduction. ### UCB Accuracy (Top-1, Group Avg): 7.69. Result ID: 6a2a8e4bfbc373592c286aee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prune Rate":"50%"}. This record does not assert independent reproduction. ### UCB Accuracy (Top-1, Group Avg): 7.69. Result ID: 6a2a8e4bfbc373592c286aef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prune Rate":"70%"}. This record does not assert independent reproduction. ### UCB Accuracy (Top-1, Group Avg): 7.69. Result ID: 6a2a8e4bfbc373592c286af0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prune Rate":"80%"}. This record does not assert independent reproduction. ### UCB Accuracy (Top-1, Group Avg): 7.69. Result ID: 6a2a8e4bfbc373592c286af1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prune Rate":"90%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.