# Few-shot Segmentation on FSS-1000 (val) Source: [Few-shot Segmentation on FSS-1000 (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:10:24.427Z Evaluation of Few-shot Segmentation performance on the validation split of the FSS-1000 dataset, 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 | Few-shot Segmentation | | Dataset (including any stated split) | FSS-1000 (val) | | 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 | | --- | --- | --- | --- | | DACM | 91.7 | Not recorded | 68fa71ae1e209131cea5286b | | VAT | 90.8 | Not recorded | 68fa71ae1e209131cea5286b | | DACM | 90.8 | Not recorded | 68fa71ae1e209131cea5286b | | VAT | 90.3 | Not recorded | 68fa71ae1e209131cea5286b | | UniRef++-L | 89.9 | Not recorded | 68fa71ae1e209131cea5286b | | SegGPT | 89.3 | Not recorded | 68fa71ae1e209131cea5286b | | SSP | 88.6 | Not recorded | 68fa71ae1e209131cea5286b | | HSNet | 88.5 | Not recorded | 68fa71ae1e209131cea5286b | | DAN | 88.1 | Not recorded | 68fa71ae1e209131cea5286b | | SSP | 87.3 | Not recorded | 68fa71ae1e209131cea5286b | | HSNet | 86.5 | Not recorded | 68fa71ae1e209131cea5286b | | SegGPT | 85.6 | Not recorded | 68fa71ae1e209131cea5286b | | UniRef++-R50 | 85.5 | Not recorded | 68fa71ae1e209131cea5286b | | UniRef++-L | 85.4 | Not recorded | 68fa71ae1e209131cea5286b | | DAN | 85.2 | Not recorded | 68fa71ae1e209131cea5286b | | UniRef++-R50 | 79.1 | Not recorded | 68fa71ae1e209131cea5286b | | Painter | 62.3 | Not recorded | 68fa71ae1e209131cea5286b | | Painter | 61.7 | Not recorded | 68fa71ae1e209131cea5286b | ### DACM mIoU: 91.7. Result ID: 6991f65d3a6c3148490bb9ce. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shot":"5-shot","model\_type":"Specialist Models"}. This record does not assert independent reproduction. ### VAT mIoU: 90.8. Result ID: 6991f65d3a6c3148490bb9cc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shot":"5-shot","model\_type":"Specialist Models"}. This record does not assert independent reproduction. ### DACM mIoU: 90.8. Result ID: 6991f65d3a6c3148490bb9cd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shot":"1-shot","model\_type":"Specialist Models"}. This record does not assert independent reproduction. ### VAT mIoU: 90.3. Result ID: 6991f65d3a6c3148490bb9cb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shot":"1-shot","model\_type":"Specialist Models"}. This record does not assert independent reproduction. ### UniRef++-L mIoU: 89.9. Result ID: 6991f65d3a6c3148490bb9d6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shot":"5-shot","backbone":"Swin Transformer-Large","model\_type":"Generalist Models"}. This record does not assert independent reproduction. ### SegGPT mIoU: 89.3. Result ID: 6991f65d3a6c3148490bb9d2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shot":"5-shot","model\_type":"Generalist Models"}. This record does not assert independent reproduction. ### SSP mIoU: 88.6. Result ID: 6991f65d3a6c3148490bb9ca. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shot":"5-shot","model\_type":"Specialist Models"}. This record does not assert independent reproduction. ### HSNet mIoU: 88.5. Result ID: 6991f65d3a6c3148490bb9c8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shot":"5-shot","model\_type":"Specialist Models"}. This record does not assert independent reproduction. ### DAN mIoU: 88.1. Result ID: 6991f65d3a6c3148490bb9c6. [Reporting paper]() Recorded evaluation configuration: {"shot":"5-shot","model\_type":"Specialist Models"}. This record does not assert independent reproduction. ### SSP mIoU: 87.3. Result ID: 6991f65d3a6c3148490bb9c9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shot":"1-shot","model\_type":"Specialist Models"}. This record does not assert independent reproduction. ### HSNet mIoU: 86.5. Result ID: 6991f65d3a6c3148490bb9c7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shot":"1-shot","model\_type":"Specialist Models"}. This record does not assert independent reproduction. ### SegGPT mIoU: 85.6. Result ID: 6991f65d3a6c3148490bb9d1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shot":"1-shot","model\_type":"Generalist Models"}. This record does not assert independent reproduction. ### UniRef++-R50 mIoU: 85.5. Result ID: 6991f65d3a6c3148490bb9d4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shot":"5-shot","backbone":"ResNet-50","model\_type":"Generalist Models"}. This record does not assert independent reproduction. ### UniRef++-L mIoU: 85.4. Result ID: 6991f65d3a6c3148490bb9d5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shot":"1-shot","backbone":"Swin Transformer-Large","model\_type":"Generalist Models"}. This record does not assert independent reproduction. ### DAN mIoU: 85.2. Result ID: 6991f65d3a6c3148490bb9c5. [Reporting paper]() Recorded evaluation configuration: {"shot":"1-shot","model\_type":"Specialist Models"}. This record does not assert independent reproduction. ### UniRef++-R50 mIoU: 79.1. Result ID: 6991f65d3a6c3148490bb9d3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shot":"1-shot","backbone":"ResNet-50","model\_type":"Generalist Models"}. This record does not assert independent reproduction. ### Painter mIoU: 62.3. Result ID: 6991f65d3a6c3148490bb9d0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shot":"5-shot","model\_type":"Generalist Models"}. This record does not assert independent reproduction. ### Painter mIoU: 61.7. Result ID: 6991f65d3a6c3148490bb9cf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"shot":"1-shot","model\_type":"Generalist Models"}. This record does not assert independent reproduction. 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