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Models/DeRIS-L

DeRIS-L

Reported on 30 benchmarks across 2 tasks · 1 paper · 24 SOTA

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

Computer Vision30 results

Instance SegmentationonRefCOCO testA
Mean IoU· 2025-07-02
86.64
SOTA
DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy arXiv:2507.01738
Instance SegmentationonRefCOCO testA
Overall IoU· 2025-07-02
86.49
SOTA
DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy arXiv:2507.01738
Instance SegmentationonRefCoCo val
Mean IoU· 2025-07-02
85.72
SOTA
DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy arXiv:2507.01738
Instance SegmentationonRefCoCo val
Overall IoU· 2025-07-02
85.41
SOTA
DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy arXiv:2507.01738
Instance SegmentationonRefCOCO testB
Mean IoU· 2025-07-02
84.52
SOTA
DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy arXiv:2507.01738
Instance SegmentationonRefCOCOg-test
Mean IoU· 2025-07-02
81.32
SOTA
DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy arXiv:2507.01738
Instance SegmentationonRefCOCO+ val
Mean IoU· 2025-07-02
81.28
SOTA
DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy arXiv:2507.01738
Instance SegmentationonRefCOCO+ test B
Mean IoU· 2025-07-02
78.59
SOTA
DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy arXiv:2507.01738
Instance SegmentationonRefCOCO+ testA
Mean IoU· 2025-07-02
83.74
SOTA
DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy arXiv:2507.01738
Instance SegmentationonRefCOCOg-val
Mean IoU· 2025-07-02
80.01
SOTA
DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy arXiv:2507.01738
Instance SegmentationongRefCOCO
cIoU· 2025-07-02
72
SOTA
DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy arXiv:2507.01738
Instance SegmentationongRefCOCO
gIoU· 2025-07-02
77.67
SOTA
DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy arXiv:2507.01738
Referring Expression SegmentationonRefCOCO testA
Mean IoU· 2025-07-02
86.64
SOTA
DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy arXiv:2507.01738
Referring Expression SegmentationonRefCOCO testA
Overall IoU· 2025-07-02
86.49
SOTA
DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy arXiv:2507.01738
Referring Expression SegmentationonRefCoCo val
Mean IoU· 2025-07-02
85.72
SOTA
DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy arXiv:2507.01738
Referring Expression SegmentationonRefCoCo val
Overall IoU· 2025-07-02
85.41
SOTA
DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy arXiv:2507.01738
Referring Expression SegmentationonRefCOCO testB
Mean IoU· 2025-07-02
84.52
SOTA
DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy arXiv:2507.01738
Referring Expression SegmentationonRefCOCOg-test
Mean IoU· 2025-07-02
81.32
SOTA
DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy arXiv:2507.01738
Referring Expression SegmentationonRefCOCO+ val
Mean IoU· 2025-07-02
81.28
SOTA
DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy arXiv:2507.01738
Referring Expression SegmentationonRefCOCO+ test B
Mean IoU· 2025-07-02
78.59
SOTA
DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy arXiv:2507.01738
Referring Expression SegmentationonRefCOCO+ testA
Mean IoU· 2025-07-02
83.74
SOTA
DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy arXiv:2507.01738
Referring Expression SegmentationonRefCOCOg-val
Mean IoU· 2025-07-02
80.01
SOTA
DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy arXiv:2507.01738
Referring Expression SegmentationongRefCOCO
cIoU· 2025-07-02
72
SOTA
DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy arXiv:2507.01738
Referring Expression SegmentationongRefCOCO
gIoU· 2025-07-02
77.67
SOTA
DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy arXiv:2507.01738
Instance SegmentationonRefCOCO testB
Overall IoU· 2025-07-02
82.87
best: 83.4 (HyperSeg)
DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy arXiv:2507.01738
Instance SegmentationonRefCOCO+ val
Overall IoU· 2025-07-02
79.01
best: 79.4 (MLCD-Seg-7B)
DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy arXiv:2507.01738
Instance SegmentationonRefCOCO+ testA
Overall IoU· 2025-07-02
82.34
best: 83.5 (HyperSeg)
DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy arXiv:2507.01738
Referring Expression SegmentationonRefCOCO testB
Overall IoU· 2025-07-02
82.87
best: 83.4 (HyperSeg)
DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy arXiv:2507.01738
Referring Expression SegmentationonRefCOCO+ val
Overall IoU· 2025-07-02
79.01
best: 79.4 (MLCD-Seg-7B)
DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy arXiv:2507.01738
Referring Expression SegmentationonRefCOCO+ testA
Overall IoU· 2025-07-02
82.34
best: 83.5 (HyperSeg)
DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy arXiv:2507.01738