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Models/LAVT

LAVT

Reported on 12 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 Vision12 results

Instance SegmentationonRefCOCO+ testA
Overall IoU· 2021-12-04
68.38
best: 83.5 (HyperSeg)
SOTA
LAVT: Language-Aware Vision Transformer for Referring Image Segmentation arXiv:2112.02244
Instance SegmentationonRefCOCOg-val
Overall IoU· 2021-12-04
61.24
best: 79.9 (MLCD-Seg-7B)
SOTA
LAVT: Language-Aware Vision Transformer for Referring Image Segmentation arXiv:2112.02244
Instance SegmentationongRefCOCO
cIoU· 2021-12-04
57.64
best: 72 (DeRIS-L)
SOTA
LAVT: Language-Aware Vision Transformer for Referring Image Segmentation arXiv:2112.02244
Instance SegmentationongRefCOCO
gIoU· 2021-12-04
58.4
best: 77.67 (DeRIS-L)
SOTA
LAVT: Language-Aware Vision Transformer for Referring Image Segmentation arXiv:2112.02244
Referring Expression SegmentationonRefCOCO+ testA
Overall IoU· 2021-12-04
68.38
best: 83.5 (HyperSeg)
SOTA
LAVT: Language-Aware Vision Transformer for Referring Image Segmentation arXiv:2112.02244
Referring Expression SegmentationonRefCOCOg-val
Overall IoU· 2021-12-04
61.24
best: 79.9 (MLCD-Seg-7B)
SOTA
LAVT: Language-Aware Vision Transformer for Referring Image Segmentation arXiv:2112.02244
Referring Expression SegmentationongRefCOCO
cIoU· 2021-12-04
57.64
best: 72 (DeRIS-L)
SOTA
LAVT: Language-Aware Vision Transformer for Referring Image Segmentation arXiv:2112.02244
Referring Expression SegmentationongRefCOCO
gIoU· 2021-12-04
58.4
best: 77.67 (DeRIS-L)
SOTA
LAVT: Language-Aware Vision Transformer for Referring Image Segmentation arXiv:2112.02244
Instance SegmentationonRefCOCO+ val
Overall IoU· 2021-12-04
62.14
best: 79.4 (MLCD-Seg-7B)
LAVT: Language-Aware Vision Transformer for Referring Image Segmentation arXiv:2112.02244
Instance SegmentationonRefCOCO+ test B
Overall IoU· 2021-12-04
55.1
best: 75.6 (MLCD-Seg-7B)
LAVT: Language-Aware Vision Transformer for Referring Image Segmentation arXiv:2112.02244
Referring Expression SegmentationonRefCOCO+ val
Overall IoU· 2021-12-04
62.14
best: 79.4 (MLCD-Seg-7B)
LAVT: Language-Aware Vision Transformer for Referring Image Segmentation arXiv:2112.02244
Referring Expression SegmentationonRefCOCO+ test B
Overall IoU· 2021-12-04
55.1
best: 75.6 (MLCD-Seg-7B)
LAVT: Language-Aware Vision Transformer for Referring Image Segmentation arXiv:2112.02244