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Models/UniLSeg-100

UniLSeg-100

Reported on 18 benchmarks across 2 tasks · 1 paper · 8 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision18 results

  • Instance SegmentationonRefCOCOg-test
    Overall IoU· uses extra data· 2023-12-04
    80.54
    SOTA
    Universal Segmentation at Arbitrary Granularity with Language InstructionarXiv:2312.01623
  • Instance SegmentationonRefCOCO+ test B
    Overall IoU· uses extra data· 2023-12-04
    68.15
    best: 75.6 (MLCD-Seg-7B)
    SOTA
    Universal Segmentation at Arbitrary Granularity with Language InstructionarXiv:2312.01623
  • Instance SegmentationonRefCOCO+ testA
    Overall IoU· uses extra data· 2023-12-04
    78.29
    best: 83.5 (HyperSeg)
    SOTA
    Universal Segmentation at Arbitrary Granularity with Language InstructionarXiv:2312.01623
  • Instance SegmentationonRefCOCOg-val
    Overall IoU· uses extra data· 2023-12-04
    79.27
    best: 79.9 (MLCD-Seg-7B)
    SOTA
    Universal Segmentation at Arbitrary Granularity with Language InstructionarXiv:2312.01623
  • Referring Expression SegmentationonRefCOCOg-test
    Overall IoU· uses extra data· 2023-12-04
    80.54
    SOTA
    Universal Segmentation at Arbitrary Granularity with Language InstructionarXiv:2312.01623
  • Referring Expression SegmentationonRefCOCO+ test B
    Overall IoU· uses extra data· 2023-12-04
    68.15
    best: 75.6 (MLCD-Seg-7B)
    SOTA
    Universal Segmentation at Arbitrary Granularity with Language InstructionarXiv:2312.01623
  • Referring Expression SegmentationonRefCOCO+ testA
    Overall IoU· uses extra data· 2023-12-04
    78.29
    best: 83.5 (HyperSeg)
    SOTA
    Universal Segmentation at Arbitrary Granularity with Language InstructionarXiv:2312.01623
  • Referring Expression SegmentationonRefCOCOg-val
    Overall IoU· uses extra data· 2023-12-04
    79.27
    best: 79.9 (MLCD-Seg-7B)
    SOTA
    Universal Segmentation at Arbitrary Granularity with Language InstructionarXiv:2312.01623
  • Instance SegmentationonRefCoCo val
    Overall IoU· uses extra data· 2023-12-04
    81.74
    best: 85.41 (DeRIS-L)
    Universal Segmentation at Arbitrary Granularity with Language InstructionarXiv:2312.01623
  • Instance SegmentationonRefer-YouTube-VOS (2021 public validation)
    F· 2023-12-04
    67
    best: 76.1 (MPG-SAM 2)
    Universal Segmentation at Arbitrary Granularity with Language InstructionarXiv:2312.01623
  • Instance SegmentationonRefer-YouTube-VOS (2021 public validation)
    J· 2023-12-04
    62.8
    best: 71.7 (MPG-SAM 2)
    Universal Segmentation at Arbitrary Granularity with Language InstructionarXiv:2312.01623
  • Instance SegmentationonRefer-YouTube-VOS (2021 public validation)
    J&F· 2023-12-04
    64.9
    best: 73.9 (MPG-SAM 2)
    Universal Segmentation at Arbitrary Granularity with Language InstructionarXiv:2312.01623
  • Instance SegmentationonRefCOCO+ val
    Overall IoU· uses extra data· 2023-12-04
    73.18
    best: 79.4 (MLCD-Seg-7B)
    Universal Segmentation at Arbitrary Granularity with Language InstructionarXiv:2312.01623
  • Referring Expression SegmentationonRefCoCo val
    Overall IoU· uses extra data· 2023-12-04
    81.74
    best: 85.41 (DeRIS-L)
    Universal Segmentation at Arbitrary Granularity with Language InstructionarXiv:2312.01623
  • Referring Expression SegmentationonRefer-YouTube-VOS (2021 public validation)
    F· 2023-12-04
    67
    best: 76.1 (MPG-SAM 2)
    Universal Segmentation at Arbitrary Granularity with Language InstructionarXiv:2312.01623
  • Referring Expression SegmentationonRefer-YouTube-VOS (2021 public validation)
    J· 2023-12-04
    62.8
    best: 71.7 (MPG-SAM 2)
    Universal Segmentation at Arbitrary Granularity with Language InstructionarXiv:2312.01623
  • Referring Expression SegmentationonRefer-YouTube-VOS (2021 public validation)
    J&F· 2023-12-04
    64.9
    best: 73.9 (MPG-SAM 2)
    Universal Segmentation at Arbitrary Granularity with Language InstructionarXiv:2312.01623
  • Referring Expression SegmentationonRefCOCO+ val
    Overall IoU· uses extra data· 2023-12-04
    73.18
    best: 79.4 (MLCD-Seg-7B)
    Universal Segmentation at Arbitrary Granularity with Language InstructionarXiv:2312.01623