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Models/SA-Gate

SA-Gate

Reported on 28 benchmarks across 4 tasks · 1 paper · 22 SOTA

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

Medical12 results

Semantic Segmentationon US3D
mIoU· 2020-07-17
83.62
best: 85.09 (LMFNet-3)
SOTA
Bi-directional Cross-Modality Feature Propagation with Separation-and-Aggregation Gate for RGB-D Semantic Segmentation arXiv:2007.09183
Semantic SegmentationonTHUD Robotic Dataset
mIoU· 2020-07-17
83.19
SOTA
Bi-directional Cross-Modality Feature Propagation with Separation-and-Aggregation Gate for RGB-D Semantic Segmentation arXiv:2007.09183
Semantic SegmentationonPorto
IoU· 2020-07-17
72.21
best: 73.12 (CMNeXt)
SOTA
Bi-directional Cross-Modality Feature Propagation with Separation-and-Aggregation Gate for RGB-D Semantic Segmentation arXiv:2007.09183
Semantic SegmentationonEvent-based Segmentation Dataset
mIoU· 2020-07-17
84.08
best: 87.05 (Bimodal SegNet)
SOTA
Bi-directional Cross-Modality Feature Propagation with Separation-and-Aggregation Gate for RGB-D Semantic Segmentation arXiv:2007.09183
Semantic SegmentationonTLCGIS
IoU· 2020-07-17
84.2
SOTA
Bi-directional Cross-Modality Feature Propagation with Separation-and-Aggregation Gate for RGB-D Semantic Segmentation arXiv:2007.09183
Semantic SegmentationonUrbanLF
mIoU (Syn)· 2020-07-17
79.53
best: 81.02 (CMNeXt (RGB-LF80))
SOTA
Bi-directional Cross-Modality Feature Propagation with Separation-and-Aggregation Gate for RGB-D Semantic Segmentation arXiv:2007.09183
Semantic SegmentationonEventScape
mIoU· 2020-07-17
53.94
best: 64.28 (CMX (B4))
SOTA
Bi-directional Cross-Modality Feature Propagation with Separation-and-Aggregation Gate for RGB-D Semantic Segmentation arXiv:2007.09183
Semantic SegmentationonVaihingen
mIoU· 2020-07-17
81.03
best: 82.87 (CMX)
SOTA
Bi-directional Cross-Modality Feature Propagation with Separation-and-Aggregation Gate for RGB-D Semantic Segmentation arXiv:2007.09183
Semantic SegmentationonBJRoad
IoU· 2020-07-17
62.14
best: 63.22 (CMNeXt)
SOTA
Bi-directional Cross-Modality Feature Propagation with Separation-and-Aggregation Gate for RGB-D Semantic Segmentation arXiv:2007.09183
Semantic SegmentationonNoisy RS RGB-T Dataset
mIoU· 2020-07-17
54
best: 60.3 (CMNeXt (B4))
SOTA
Bi-directional Cross-Modality Feature Propagation with Separation-and-Aggregation Gate for RGB-D Semantic Segmentation arXiv:2007.09183
Semantic Segmentationon Potsdam
mIoU· 2020-07-17
84.28
best: 86.39 (LMFNet-3)
Bi-directional Cross-Modality Feature Propagation with Separation-and-Aggregation Gate for RGB-D Semantic Segmentation arXiv:2007.09183
Semantic SegmentationonMFN Dataset
mIOU· 2020-07-17
45.8
best: 62.7 (RoadFormer+ (ConvNeXt-L))
Bi-directional Cross-Modality Feature Propagation with Separation-and-Aggregation Gate for RGB-D Semantic Segmentation arXiv:2007.09183

Audio12 results

10-shot image generationon US3D
mIoU· 2020-07-17
83.62
best: 85.09 (LMFNet-3)
SOTA
Bi-directional Cross-Modality Feature Propagation with Separation-and-Aggregation Gate for RGB-D Semantic Segmentation arXiv:2007.09183
10-shot image generationonTHUD Robotic Dataset
mIoU· 2020-07-17
83.19
SOTA
Bi-directional Cross-Modality Feature Propagation with Separation-and-Aggregation Gate for RGB-D Semantic Segmentation arXiv:2007.09183
10-shot image generationonPorto
IoU· 2020-07-17
72.21
best: 73.12 (CMNeXt)
SOTA
Bi-directional Cross-Modality Feature Propagation with Separation-and-Aggregation Gate for RGB-D Semantic Segmentation arXiv:2007.09183
10-shot image generationonEvent-based Segmentation Dataset
mIoU· 2020-07-17
84.08
best: 87.05 (Bimodal SegNet)
SOTA
Bi-directional Cross-Modality Feature Propagation with Separation-and-Aggregation Gate for RGB-D Semantic Segmentation arXiv:2007.09183
10-shot image generationonTLCGIS
IoU· 2020-07-17
84.2
SOTA
Bi-directional Cross-Modality Feature Propagation with Separation-and-Aggregation Gate for RGB-D Semantic Segmentation arXiv:2007.09183
10-shot image generationonUrbanLF
mIoU (Syn)· 2020-07-17
79.53
best: 81.02 (CMNeXt (RGB-LF80))
SOTA
Bi-directional Cross-Modality Feature Propagation with Separation-and-Aggregation Gate for RGB-D Semantic Segmentation arXiv:2007.09183
10-shot image generationonEventScape
mIoU· 2020-07-17
53.94
best: 64.28 (CMX (B4))
SOTA
Bi-directional Cross-Modality Feature Propagation with Separation-and-Aggregation Gate for RGB-D Semantic Segmentation arXiv:2007.09183
10-shot image generationonVaihingen
mIoU· 2020-07-17
81.03
best: 82.87 (CMX)
SOTA
Bi-directional Cross-Modality Feature Propagation with Separation-and-Aggregation Gate for RGB-D Semantic Segmentation arXiv:2007.09183
10-shot image generationonBJRoad
IoU· 2020-07-17
62.14
best: 63.22 (CMNeXt)
SOTA
Bi-directional Cross-Modality Feature Propagation with Separation-and-Aggregation Gate for RGB-D Semantic Segmentation arXiv:2007.09183
10-shot image generationonNoisy RS RGB-T Dataset
mIoU· 2020-07-17
54
best: 60.3 (CMNeXt (B4))
SOTA
Bi-directional Cross-Modality Feature Propagation with Separation-and-Aggregation Gate for RGB-D Semantic Segmentation arXiv:2007.09183
10-shot image generationon Potsdam
mIoU· 2020-07-17
84.28
best: 86.39 (LMFNet-3)
Bi-directional Cross-Modality Feature Propagation with Separation-and-Aggregation Gate for RGB-D Semantic Segmentation arXiv:2007.09183
10-shot image generationonMFN Dataset
mIOU· 2020-07-17
45.8
best: 62.7 (RoadFormer+ (ConvNeXt-L))
Bi-directional Cross-Modality Feature Propagation with Separation-and-Aggregation Gate for RGB-D Semantic Segmentation arXiv:2007.09183

Computer Vision2 results

Scene SegmentationonNoisy RS RGB-T Dataset
mIoU· 2020-07-17
54
best: 60.3 (CMNeXt (B4))
SOTA
Bi-directional Cross-Modality Feature Propagation with Separation-and-Aggregation Gate for RGB-D Semantic Segmentation arXiv:2007.09183
Scene SegmentationonMFN Dataset
mIOU· 2020-07-17
45.8
best: 62.7 (RoadFormer+ (ConvNeXt-L))
Bi-directional Cross-Modality Feature Propagation with Separation-and-Aggregation Gate for RGB-D Semantic Segmentation arXiv:2007.09183

Methodology2 results

2D Object DetectiononNoisy RS RGB-T Dataset
mIoU· 2020-07-17
54
best: 60.3 (CMNeXt (B4))
SOTA
Bi-directional Cross-Modality Feature Propagation with Separation-and-Aggregation Gate for RGB-D Semantic Segmentation arXiv:2007.09183
2D Object DetectiononMFN Dataset
mIOU· 2020-07-17
45.8
best: 62.7 (RoadFormer+ (ConvNeXt-L))
Bi-directional Cross-Modality Feature Propagation with Separation-and-Aggregation Gate for RGB-D Semantic Segmentation arXiv:2007.09183