# Fine-grained Semantic Segmentation on FungiTastic Source: [Fine-grained Semantic Segmentation on FungiTastic]() Collection index: [llms.txt]() Data updated: 2026-05-22T09:06:38.892Z Evaluation of Fine-grained Semantic Segmentation performance on the FungiTastic dataset, typically measured using mIoU. 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 Semantic Segmentation | | Dataset (including any stated split) | FungiTastic | | Metric | mIoU | | 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 - [mIoU](): Higher is better; unit: PERCENT. ## Recorded results | Method | mIoU | Result date | Report paper | | --- | --- | --- | --- | | PCA white cosine | 31 | Not recorded | 6a0fe30ef984739ed6739dab | | PCA white cosine | 31 | Not recorded | 6a0fe30ef984739ed6739dab | | PCA white cosine | 30 | Not recorded | 6a0fe30ef984739ed6739dab | | PCA white cosine | 29 | Not recorded | 6a0fe30ef984739ed6739dab | | PCA white cosine | 25 | Not recorded | 6a0fe30ef984739ed6739dab | | PCA white cosine | 18 | Not recorded | 6a0fe30ef984739ed6739dab | | Norm. cosine | 15 | Not recorded | 6a0fe30ef984739ed6739dab | | Norm. cosine | 15 | Not recorded | 6a0fe30ef984739ed6739dab | | Norm. cosine | 15 | Not recorded | 6a0fe30ef984739ed6739dab | | Norm. cosine | 14 | Not recorded | 6a0fe30ef984739ed6739dab | | Norm. cosine | 14 | Not recorded | 6a0fe30ef984739ed6739dab | | PCA cosine | 14 | Not recorded | 6a0fe30ef984739ed6739dab | | PCA cosine | 14 | Not recorded | 6a0fe30ef984739ed6739dab | | PCA cosine | 14 | Not recorded | 6a0fe30ef984739ed6739dab | | PCA cosine | 14 | Not recorded | 6a0fe30ef984739ed6739dab | | PCA cosine | 13 | Not recorded | 6a0fe30ef984739ed6739dab | | Norm. cosine | 12 | Not recorded | 6a0fe30ef984739ed6739dab | | PCA cosine | 12 | Not recorded | 6a0fe30ef984739ed6739dab | ### PCA white cosine mIoU: 31. Result ID: 6a101c6afbc373592c0950eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"50","Backbone":"DINOv3","Preprocessing":"PCA Whitening","Segmentation Masks":"SAM3"}. This record does not assert independent reproduction. ### PCA white cosine mIoU: 31. Result ID: 6a101c6afbc373592c0950ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"100","Backbone":"DINOv3","Preprocessing":"PCA Whitening","Segmentation Masks":"SAM3"}. This record does not assert independent reproduction. ### PCA white cosine mIoU: 30. Result ID: 6a101c6afbc373592c0950ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"200","Backbone":"DINOv3","Preprocessing":"PCA Whitening","Segmentation Masks":"SAM3"}. This record does not assert independent reproduction. ### PCA white cosine mIoU: 29. Result ID: 6a101c6afbc373592c0950ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"20","Backbone":"DINOv3","Preprocessing":"PCA Whitening","Segmentation Masks":"SAM3"}. This record does not assert independent reproduction. ### PCA white cosine mIoU: 25. Result ID: 6a101c6afbc373592c0950e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"10","Backbone":"DINOv3","Preprocessing":"PCA Whitening","Segmentation Masks":"SAM3"}. This record does not assert independent reproduction. ### PCA white cosine mIoU: 18. Result ID: 6a101c6afbc373592c0950e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"5","Backbone":"DINOv3","Preprocessing":"PCA Whitening","Segmentation Masks":"SAM3"}. This record does not assert independent reproduction. ### Norm. cosine mIoU: 15. Result ID: 6a101c6afbc373592c0950de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"20","Backbone":"DINOv3","Segmentation Masks":"SAM3"}. This record does not assert independent reproduction. ### Norm. cosine mIoU: 15. Result ID: 6a101c6afbc373592c0950df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"50","Backbone":"DINOv3","Segmentation Masks":"SAM3"}. This record does not assert independent reproduction. ### Norm. cosine mIoU: 15. Result ID: 6a101c6afbc373592c0950e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"100","Backbone":"DINOv3","Segmentation Masks":"SAM3"}. This record does not assert independent reproduction. ### Norm. cosine mIoU: 14. Result ID: 6a101c6afbc373592c0950dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"10","Backbone":"DINOv3","Segmentation Masks":"SAM3"}. This record does not assert independent reproduction. ### Norm. cosine mIoU: 14. Result ID: 6a101c6afbc373592c0950e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"200","Backbone":"DINOv3","Segmentation Masks":"SAM3"}. This record does not assert independent reproduction. ### PCA cosine mIoU: 14. Result ID: 6a101c6afbc373592c0950e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"20","Backbone":"DINOv3","Segmentation Masks":"SAM3"}. This record does not assert independent reproduction. ### PCA cosine mIoU: 14. Result ID: 6a101c6afbc373592c0950e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"50","Backbone":"DINOv3","Segmentation Masks":"SAM3"}. This record does not assert independent reproduction. ### PCA cosine mIoU: 14. Result ID: 6a101c6afbc373592c0950e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"100","Backbone":"DINOv3","Segmentation Masks":"SAM3"}. This record does not assert independent reproduction. ### PCA cosine mIoU: 14. Result ID: 6a101c6afbc373592c0950e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"200","Backbone":"DINOv3","Segmentation Masks":"SAM3"}. This record does not assert independent reproduction. ### PCA cosine mIoU: 13. Result ID: 6a101c6afbc373592c0950e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"10","Backbone":"DINOv3","Segmentation Masks":"SAM3"}. This record does not assert independent reproduction. ### Norm. cosine mIoU: 12. Result ID: 6a101c6afbc373592c0950dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"5","Backbone":"DINOv3","Segmentation Masks":"SAM3"}. This record does not assert independent reproduction. ### PCA cosine mIoU: 12. Result ID: 6a101c6afbc373592c0950e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":"5","Backbone":"DINOv3","Segmentation Masks":"SAM3"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.