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Models/PolyFormer-B

PolyFormer-B

Reported on 28 benchmarks across 2 tasks · 1 paper

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

Computer Vision28 results

Instance SegmentationonRefCoCo val
Overall IoU· uses extra data· 2023-02-14
74.82
best: 85.41 (DeRIS-L)
PolyFormer: Referring Image Segmentation as Sequential Polygon Generation arXiv:2302.07387
Instance SegmentationonRefCOCOg-test
Mean IoU· uses extra data· 2023-02-14
69.88
best: 81.32 (DeRIS-L)
PolyFormer: Referring Image Segmentation as Sequential Polygon Generation arXiv:2302.07387
Instance SegmentationonRefCOCOg-test
Overall IoU· uses extra data· 2023-02-14
69.05
best: 80.54 (UniLSeg-100)
PolyFormer: Referring Image Segmentation as Sequential Polygon Generation arXiv:2302.07387
Instance SegmentationonRefCOCO+ val
Mean IoU· uses extra data· 2023-02-14
70.65
best: 81.28 (DeRIS-L)
PolyFormer: Referring Image Segmentation as Sequential Polygon Generation arXiv:2302.07387
Instance SegmentationonRefCOCO+ val
Overall IoU· uses extra data· 2023-02-14
67.64
best: 79.4 (MLCD-Seg-7B)
PolyFormer: Referring Image Segmentation as Sequential Polygon Generation arXiv:2302.07387
Instance SegmentationonRefCOCO+ test B
Mean IoU· uses extra data· 2023-02-14
64.64
best: 78.59 (DeRIS-L)
PolyFormer: Referring Image Segmentation as Sequential Polygon Generation arXiv:2302.07387
Instance SegmentationonRefCOCO+ test B
Overall IoU· uses extra data· 2023-02-14
59.33
best: 75.6 (MLCD-Seg-7B)
PolyFormer: Referring Image Segmentation as Sequential Polygon Generation arXiv:2302.07387
Instance SegmentationonDAVIS 2017 (val)
J&F 1st frame· uses extra data· 2023-02-14
60.9
best: 72.5 (UNINEXT-H)
PolyFormer: Referring Image Segmentation as Sequential Polygon Generation arXiv:2302.07387
Instance SegmentationonRefCOCO+ testA
Mean IoU· uses extra data· 2023-02-14
74.51
best: 83.74 (DeRIS-L)
PolyFormer: Referring Image Segmentation as Sequential Polygon Generation arXiv:2302.07387
Instance SegmentationonRefCOCO+ testA
Overall IoU· uses extra data· 2023-02-14
72.89
best: 83.5 (HyperSeg)
PolyFormer: Referring Image Segmentation as Sequential Polygon Generation arXiv:2302.07387
Instance SegmentationonReferIt
Mean IoU· uses extra data· 2023-02-14
65.98
best: 67.22 (PolyFormer-L)
PolyFormer: Referring Image Segmentation as Sequential Polygon Generation arXiv:2302.07387
Instance SegmentationonReferIt
Overall IoU· uses extra data· 2023-02-14
71.91
best: 72.6 (PolyFormer-L)
PolyFormer: Referring Image Segmentation as Sequential Polygon Generation arXiv:2302.07387
Instance SegmentationonRefCOCOg-val
Mean IoU· uses extra data· 2023-02-14
69.36
best: 80.01 (DeRIS-L)
PolyFormer: Referring Image Segmentation as Sequential Polygon Generation arXiv:2302.07387
Instance SegmentationonRefCOCOg-val
Overall IoU· uses extra data· 2023-02-14
67.76
best: 79.9 (MLCD-Seg-7B)
PolyFormer: Referring Image Segmentation as Sequential Polygon Generation arXiv:2302.07387
Referring Expression SegmentationonRefCoCo val
Overall IoU· uses extra data· 2023-02-14
74.82
best: 85.41 (DeRIS-L)
PolyFormer: Referring Image Segmentation as Sequential Polygon Generation arXiv:2302.07387
Referring Expression SegmentationonRefCOCOg-test
Mean IoU· uses extra data· 2023-02-14
69.88
best: 81.32 (DeRIS-L)
PolyFormer: Referring Image Segmentation as Sequential Polygon Generation arXiv:2302.07387
Referring Expression SegmentationonRefCOCOg-test
Overall IoU· uses extra data· 2023-02-14
69.05
best: 80.54 (UniLSeg-100)
PolyFormer: Referring Image Segmentation as Sequential Polygon Generation arXiv:2302.07387
Referring Expression SegmentationonRefCOCO+ val
Mean IoU· uses extra data· 2023-02-14
70.65
best: 81.28 (DeRIS-L)
PolyFormer: Referring Image Segmentation as Sequential Polygon Generation arXiv:2302.07387
Referring Expression SegmentationonRefCOCO+ val
Overall IoU· uses extra data· 2023-02-14
67.64
best: 79.4 (MLCD-Seg-7B)
PolyFormer: Referring Image Segmentation as Sequential Polygon Generation arXiv:2302.07387
Referring Expression SegmentationonRefCOCO+ test B
Mean IoU· uses extra data· 2023-02-14
64.64
best: 78.59 (DeRIS-L)
PolyFormer: Referring Image Segmentation as Sequential Polygon Generation arXiv:2302.07387
Referring Expression SegmentationonRefCOCO+ test B
Overall IoU· uses extra data· 2023-02-14
59.33
best: 75.6 (MLCD-Seg-7B)
PolyFormer: Referring Image Segmentation as Sequential Polygon Generation arXiv:2302.07387
Referring Expression SegmentationonDAVIS 2017 (val)
J&F 1st frame· uses extra data· 2023-02-14
60.9
best: 72.5 (UNINEXT-H)
PolyFormer: Referring Image Segmentation as Sequential Polygon Generation arXiv:2302.07387
Referring Expression SegmentationonRefCOCO+ testA
Mean IoU· uses extra data· 2023-02-14
74.51
best: 83.74 (DeRIS-L)
PolyFormer: Referring Image Segmentation as Sequential Polygon Generation arXiv:2302.07387
Referring Expression SegmentationonRefCOCO+ testA
Overall IoU· uses extra data· 2023-02-14
72.89
best: 83.5 (HyperSeg)
PolyFormer: Referring Image Segmentation as Sequential Polygon Generation arXiv:2302.07387
Referring Expression SegmentationonReferIt
Mean IoU· uses extra data· 2023-02-14
65.98
best: 67.22 (PolyFormer-L)
PolyFormer: Referring Image Segmentation as Sequential Polygon Generation arXiv:2302.07387
Referring Expression SegmentationonReferIt
Overall IoU· uses extra data· 2023-02-14
71.91
best: 72.6 (PolyFormer-L)
PolyFormer: Referring Image Segmentation as Sequential Polygon Generation arXiv:2302.07387
Referring Expression SegmentationonRefCOCOg-val
Mean IoU· uses extra data· 2023-02-14
69.36
best: 80.01 (DeRIS-L)
PolyFormer: Referring Image Segmentation as Sequential Polygon Generation arXiv:2302.07387
Referring Expression SegmentationonRefCOCOg-val
Overall IoU· uses extra data· 2023-02-14
67.76
best: 79.9 (MLCD-Seg-7B)
PolyFormer: Referring Image Segmentation as Sequential Polygon Generation arXiv:2302.07387