# Image Classification on iNaturalist finest sub-category level (full) Source: [Image Classification on iNaturalist finest sub-category level (full)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:58.774Z Evaluation of Image Classification performance on the full set of finest sub-categories of the iNaturalist dataset, typically measured by 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 | Image Classification | | Dataset (including any stated split) | iNaturalist finest sub-category level (full) | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 5 of 5 | | 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 | | --- | --- | --- | --- | | HiMulConE | 0.594 | Not recorded | 68fa6c601e209131cea33ab3 | | Guided | 0.5733 | Not recorded | 68fa6c601e209131cea33ab3 | | SupCon | 0.5728 | Not recorded | 68fa6c601e209131cea33ab3 | | Cross Entropy | 0.5686 | Not recorded | 68fa6c601e209131cea33ab3 | | SimCLR | 0.5402 | Not recorded | 68fa6c601e209131cea33ab3 | ### HiMulConE Top-1 Accuracy: 0.594. Result ID: 698f0dd73a6c314849f548ec. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Training Protocol":"Fine-tuned","Evaluation":"Linear classifier"}. This record does not assert independent reproduction. ### Guided Top-1 Accuracy: 0.5733. Result ID: 698f0dd73a6c314849f548eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Training Protocol":"Fine-tuned","Evaluation":"Linear classifier"}. This record does not assert independent reproduction. ### SupCon Top-1 Accuracy: 0.5728. Result ID: 698f0dd73a6c314849f548ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Training Protocol":"Fine-tuned","Evaluation":"Linear classifier"}. This record does not assert independent reproduction. ### Cross Entropy Top-1 Accuracy: 0.5686. Result ID: 698f0dd73a6c314849f548e9. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Training Protocol":"Fine-tuned","Evaluation":"Linear classifier"}. This record does not assert independent reproduction. ### SimCLR Top-1 Accuracy: 0.5402. Result ID: 698f0dd73a6c314849f548e8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Training Protocol":"Fine-tuned","Evaluation":"Linear classifier"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.