# Part Segmentation on ImageNet (IN) Source: [Part Segmentation on ImageNet (IN)]() Collection index: [llms.txt]() Data updated: 2026-06-15T08:08:52.894Z Evaluation of Part Segmentation performance on the ImageNet (IN) dataset. 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 | Part Segmentation | | Dataset (including any stated split) | ImageNet (IN) | | Metric | mIoU (M2O) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 (M2O)](): Higher is better; unit: PERCENT. - [ARI (mean)](): Higher is better; unit: PERCENT. ## Recorded results | Method | mIoU (M2O) | Result date | Report paper | | --- | --- | --- | --- | | RATS | 23.47 | Not recorded | 6a2f873fd33dfb23e783c1d9 | | RATS | 21.87 | Not recorded | 6a2f873fd33dfb23e783c1d9 | | RATS | 21.32 | Not recorded | 6a2f873fd33dfb23e783c1d9 | | RATS | 17.31 | Not recorded | 6a2f873fd33dfb23e783c1d9 | | AdaSlot | 15.49 | Not recorded | 6a2f873fd33dfb23e783c1d9 | | DINOv3 | 14.13 | Not recorded | 6a2f873fd33dfb23e783c1d9 | | RATS | 13.97 | Not recorded | 6a2f873fd33dfb23e783c1d9 | | DINOv1 (Mamba) | 13.44 | Not recorded | 6a2f873fd33dfb23e783c1d9 | | SPiT | 12.37 | Not recorded | 6a2f873fd33dfb23e783c1d9 | | SPFormer | 12.1 | Not recorded | 6a2f873fd33dfb23e783c1d9 | | DINOv1 | 11.21 | Not recorded | 6a2f873fd33dfb23e783c1d9 | | DINOv3 | 11.15 | Not recorded | 6a2f873fd33dfb23e783c1d9 | | DINOv1 | 11.05 | Not recorded | 6a2f873fd33dfb23e783c1d9 | ### RATS mIoU (M2O): 23.47. Result ID: 6a2fb2cafbc373592c2be8de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RATS-B/16","#Register":"192","Pretraining":"DINOv1"}. This record does not assert independent reproduction. ### RATS mIoU (M2O): 21.87. Result ID: 6a2fb2cafbc373592c2be8dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RATS-S/16","#Register":"96","Pretraining":"DINOv1"}. This record does not assert independent reproduction. ### RATS mIoU (M2O): 21.32. Result ID: 6a2fb2cafbc373592c2be8dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RATS-B/16","#Register":"33","Pretraining":"DINOv1"}. This record does not assert independent reproduction. ### RATS mIoU (M2O): 17.31. Result ID: 6a2fb2cafbc373592c2be8db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RATS-B/16","#Register":"12","Pretraining":"DINOv1"}. This record does not assert independent reproduction. ### AdaSlot mIoU (M2O): 15.49. Result ID: 6a2fb2cafbc373592c2be8d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","#Register":"33"}. This record does not assert independent reproduction. ### DINOv3 mIoU (M2O): 14.13. Result ID: 6a2fb2cafbc373592c2be8d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","#Register":"12"}. This record does not assert independent reproduction. ### RATS mIoU (M2O): 13.97. Result ID: 6a2fb2cafbc373592c2be8da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RATS-S/16","#Register":"6","Pretraining":"DINOv1"}. This record does not assert independent reproduction. ### DINOv1 (Mamba) mIoU (M2O): 13.44. Result ID: 6a2fb2cafbc373592c2be8d6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Mam.R-B/16","#Register":"12"}. This record does not assert independent reproduction. ### SPiT mIoU (M2O): 12.37. Result ID: 6a2fb2cafbc373592c2be8d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","#Register":"12"}. This record does not assert independent reproduction. ### SPFormer mIoU (M2O): 12.1. Result ID: 6a2fb2cafbc373592c2be8d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-S/16","#Register":"6"}. This record does not assert independent reproduction. ### DINOv1 mIoU (M2O): 11.21. Result ID: 6a2fb2cafbc373592c2be8d2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-S/16","#Register":"6"}. This record does not assert independent reproduction. ### DINOv3 mIoU (M2O): 11.15. Result ID: 6a2fb2cafbc373592c2be8d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-S/16","#Register":"6"}. This record does not assert independent reproduction. ### DINOv1 mIoU (M2O): 11.05. Result ID: 6a2fb2cafbc373592c2be8d4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","#Register":"12"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.