# Fine-grained Image Classification on FungiTastic Source: [Fine-grained Image Classification on FungiTastic]() Collection index: [llms.txt]() Data updated: 2026-05-22T09:06:38.851Z Evaluation of Fine-grained Image Classification performance on the FungiTastic dataset, measured using Mean Accuracy (mAcc). 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) | FungiTastic | | Metric | mAcc | | 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 - [mAcc](): Higher is better; unit: PERCENT. ## Recorded results | Method | mAcc | Result date | Report paper | | --- | --- | --- | --- | | PCA white cosine | 55 | Not recorded | 6a0fe30ef984739ed6739dab | | PCA white cosine | 55 | Not recorded | 6a0fe30ef984739ed6739dab | | PCA white cosine | 55 | Not recorded | 6a0fe30ef984739ed6739dab | | PCA white cosine | 51 | Not recorded | 6a0fe30ef984739ed6739dab | | PCA white cosine | 44 | Not recorded | 6a0fe30ef984739ed6739dab | | Norm. cosine | 33 | Not recorded | 6a0fe30ef984739ed6739dab | | Norm. cosine | 33 | Not recorded | 6a0fe30ef984739ed6739dab | | PCA white cosine | 33 | Not recorded | 6a0fe30ef984739ed6739dab | | Norm. cosine | 32 | Not recorded | 6a0fe30ef984739ed6739dab | | PCA cosine | 32 | Not recorded | 6a0fe30ef984739ed6739dab | | PCA cosine | 32 | Not recorded | 6a0fe30ef984739ed6739dab | | PCA cosine | 32 | Not recorded | 6a0fe30ef984739ed6739dab | | Norm. cosine | 31 | Not recorded | 6a0fe30ef984739ed6739dab | | PCA cosine | 30 | Not recorded | 6a0fe30ef984739ed6739dab | | Norm. cosine | 28 | Not recorded | 6a0fe30ef984739ed6739dab | | PCA cosine | 27 | Not recorded | 6a0fe30ef984739ed6739dab | | Norm. cosine | 24 | Not recorded | 6a0fe30ef984739ed6739dab | | PCA cosine | 23 | Not recorded | 6a0fe30ef984739ed6739dab | ### PCA white cosine mAcc: 55. Result ID: 6a101c6afbc373592c0950d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"50","Backbone":"DINOv3","Preprocessing":"PCA Whitening"}. This record does not assert independent reproduction. ### PCA white cosine mAcc: 55. Result ID: 6a101c6afbc373592c0950da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"100","Backbone":"DINOv3","Preprocessing":"PCA Whitening"}. This record does not assert independent reproduction. ### PCA white cosine mAcc: 55. Result ID: 6a101c6afbc373592c0950db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"200","Backbone":"DINOv3","Preprocessing":"PCA Whitening"}. This record does not assert independent reproduction. ### PCA white cosine mAcc: 51. Result ID: 6a101c6afbc373592c0950d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"20","Backbone":"DINOv3","Preprocessing":"PCA Whitening"}. This record does not assert independent reproduction. ### PCA white cosine mAcc: 44. Result ID: 6a101c6afbc373592c0950d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"10","Backbone":"DINOv3","Preprocessing":"PCA Whitening"}. This record does not assert independent reproduction. ### Norm. cosine mAcc: 33. Result ID: 6a101c6afbc373592c0950ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"100","Backbone":"DINOv3"}. This record does not assert independent reproduction. ### Norm. cosine mAcc: 33. Result ID: 6a101c6afbc373592c0950cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"200","Backbone":"DINOv3"}. This record does not assert independent reproduction. ### PCA white cosine mAcc: 33. Result ID: 6a101c6afbc373592c0950d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"5","Backbone":"DINOv3","Preprocessing":"PCA Whitening"}. This record does not assert independent reproduction. ### Norm. cosine mAcc: 32. Result ID: 6a101c6afbc373592c0950cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"50","Backbone":"DINOv3"}. This record does not assert independent reproduction. ### PCA cosine mAcc: 32. Result ID: 6a101c6afbc373592c0950d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"50","Backbone":"DINOv3"}. This record does not assert independent reproduction. ### PCA cosine mAcc: 32. Result ID: 6a101c6afbc373592c0950d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"100","Backbone":"DINOv3"}. This record does not assert independent reproduction. ### PCA cosine mAcc: 32. Result ID: 6a101c6afbc373592c0950d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"200","Backbone":"DINOv3"}. This record does not assert independent reproduction. ### Norm. cosine mAcc: 31. Result ID: 6a101c6afbc373592c0950cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"20","Backbone":"DINOv3"}. This record does not assert independent reproduction. ### PCA cosine mAcc: 30. Result ID: 6a101c6afbc373592c0950d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"20","Backbone":"DINOv3"}. This record does not assert independent reproduction. ### Norm. cosine mAcc: 28. Result ID: 6a101c6afbc373592c0950cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"10","Backbone":"DINOv3"}. This record does not assert independent reproduction. ### PCA cosine mAcc: 27. Result ID: 6a101c6afbc373592c0950d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"10","Backbone":"DINOv3"}. This record does not assert independent reproduction. ### Norm. cosine mAcc: 24. Result ID: 6a101c6afbc373592c0950ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"5","Backbone":"DINOv3"}. This record does not assert independent reproduction. ### PCA cosine mAcc: 23. Result ID: 6a101c6afbc373592c0950d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"5","Backbone":"DINOv3"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.