# Fine-grained Image Classification on iNaturalist 2018 (test) Source: [Fine-grained Image Classification on iNaturalist 2018 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-27T10:18:36.546Z Evaluation of Fine-grained Image Classification performance on the test split of the iNaturalist 2018 dataset, typically measured by 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 Image Classification | | Dataset (including any stated split) | iNaturalist 2018 (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | 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](): Higher is better; unit: PERCENT. - [Top-1 Accuracy](): Higher is better; unit: PERCENT. - [Top-3 Accuracy](): Higher is better; unit: PERCENT. - [Top-5 Accuracy](): Higher is better; unit: PERCENT. - [Top-10 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | MetaFormer-2 | 88.7 | Not recorded | 68fa6bef1e209131cea30faf | | MetaFormer-2 | 86.8 | Not recorded | 68fa6bef1e209131cea30faf | | MetaFormer-1 | 86.5 | Not recorded | 68fa6bef1e209131cea30faf | | MetaFormer-0 | 85.4 | Not recorded | 68fa6bef1e209131cea30faf | | MetaFormer-2 | 84.3 | Not recorded | 68fa6bef1e209131cea30faf | | MetaFormer-2 | 82.6 | Not recorded | 68fa6bef1e209131cea30faf | | MetaFormer-1 | 81.9 | Not recorded | 68fa6bef1e209131cea30faf | | MetaFormer-0 | 79.5 | Not recorded | 68fa6bef1e209131cea30faf | | Presence-Only | 77.5 | Not recorded | 68fa6bef1e209131cea30faf | | Presence-Only | 72.7 | Not recorded | 68fa6bef1e209131cea30faf | | Presence-Only | 66.2 | Not recorded | 68fa6bef1e209131cea30faf | | Presence-Only | 60.2 | Not recorded | 68fa6bef1e209131cea30faf | ### MetaFormer-2 Accuracy: 88.7. Result ID: 698ea8efffc3901de09f8e0e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"MetaFormer-2","Pre-training":"ImageNet-21k","Image size":384,"Meta method":"Transformer"}. This record does not assert independent reproduction. ### MetaFormer-2 Accuracy: 86.8. Result ID: 698ea8efffc3901de09f8e0c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"MetaFormer-2","Pre-training":"ImageNet-1k","Image size":384,"Meta method":"Transformer"}. This record does not assert independent reproduction. ### MetaFormer-1 Accuracy: 86.5. Result ID: 698ea8efffc3901de09f8e0a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"MetaFormer-1","Pre-training":"ImageNet-1k","Image size":384,"Meta method":"Transformer"}. This record does not assert independent reproduction. ### MetaFormer-0 Accuracy: 85.4. Result ID: 698ea8efffc3901de09f8e08. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"MetaFormer-0","Pre-training":"ImageNet-1k","Image size":384,"Meta method":"Transformer"}. This record does not assert independent reproduction. ### MetaFormer-2 Accuracy: 84.3. Result ID: 698ea8efffc3901de09f8e0d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"MetaFormer-2","Pre-training":"ImageNet-21k","Image size":384,"Meta method":"Image-Only"}. This record does not assert independent reproduction. ### MetaFormer-2 Accuracy: 82.6. Result ID: 698ea8efffc3901de09f8e0b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"MetaFormer-2","Pre-training":"ImageNet-1k","Image size":384,"Meta method":"Image-Only"}. This record does not assert independent reproduction. ### MetaFormer-1 Accuracy: 81.9. Result ID: 698ea8efffc3901de09f8e09. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"MetaFormer-1","Pre-training":"ImageNet-1k","Image size":384,"Meta method":"Image-Only"}. This record does not assert independent reproduction. ### MetaFormer-0 Accuracy: 79.5. Result ID: 698ea8efffc3901de09f8e07. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"MetaFormer-0","Pre-training":"ImageNet-1k","Image size":384,"Meta method":"Image-Only"}. This record does not assert independent reproduction. ### Presence-Only Accuracy: 77.5. Result ID: 698ea8efffc3901de09f8e06. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Inception V3","Pre-training":"ImageNet-1k","Image size":520,"Meta method":"Prior"}. This record does not assert independent reproduction. ### Presence-Only Accuracy: 72.7. Result ID: 698ea8efffc3901de09f8e04. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Inception V3","Pre-training":"ImageNet-1k","Image size":299,"Meta method":"Prior"}. This record does not assert independent reproduction. ### Presence-Only Accuracy: 66.2. Result ID: 698ea8efffc3901de09f8e05. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Inception V3","Pre-training":"ImageNet-1k","Image size":520,"Meta method":"Image-Only"}. This record does not assert independent reproduction. ### Presence-Only Accuracy: 60.2. Result ID: 698ea8efffc3901de09f8e03. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Inception V3","Pre-training":"ImageNet-1k","Image size":299,"Meta method":"Image-Only"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.