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Models/CSFNet-1

CSFNet-1

Reported on 12 benchmarks across 4 tasks · 1 paper · 2 SOTA

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

Medical6 results

Semantic SegmentationonZJU-RGB-P
Frame (fps)· 2024-07-01
108.5
SOTA
CSFNet: A Cosine Similarity Fusion Network for Real-Time RGB-X Semantic Segmentation of Driving Scenes arXiv:2407.01328
Semantic SegmentationonCityscapes val
mIoU· 2024-07-01
74.73
best: 90.3 (EfficientPS (Cityscapes-fine))
CSFNet: A Cosine Similarity Fusion Network for Real-Time RGB-X Semantic Segmentation of Driving Scenes arXiv:2407.01328
Semantic SegmentationonZJU-RGB-P
mIoU· 2024-07-01
90.85
best: 93 (RoadFormer+ (ConvNeXt-L, RGB-AoLP))
CSFNet: A Cosine Similarity Fusion Network for Real-Time RGB-X Semantic Segmentation of Driving Scenes arXiv:2407.01328
Semantic SegmentationonMFN Dataset
mIOU· 2024-07-01
56.05
best: 62.7 (RoadFormer+ (ConvNeXt-L))
CSFNet: A Cosine Similarity Fusion Network for Real-Time RGB-X Semantic Segmentation of Driving Scenes arXiv:2407.01328
Semantic SegmentationonCityscapes val
Frame (fps)· 2024-07-01
106.1
best: 163.9 (FasterSeg)
CSFNet: A Cosine Similarity Fusion Network for Real-Time RGB-X Semantic Segmentation of Driving Scenes arXiv:2407.01328
Semantic SegmentationonCityscapes val
mIoU· 2024-07-01
74.73
best: 90.3 (EfficientPS (Cityscapes-fine))
CSFNet: A Cosine Similarity Fusion Network for Real-Time RGB-X Semantic Segmentation of Driving Scenes arXiv:2407.01328

Audio6 results

10-shot image generationonZJU-RGB-P
Frame (fps)· 2024-07-01
108.5
SOTA
CSFNet: A Cosine Similarity Fusion Network for Real-Time RGB-X Semantic Segmentation of Driving Scenes arXiv:2407.01328
10-shot image generationonCityscapes val
mIoU· 2024-07-01
74.73
best: 90.3 (EfficientPS (Cityscapes-fine))
CSFNet: A Cosine Similarity Fusion Network for Real-Time RGB-X Semantic Segmentation of Driving Scenes arXiv:2407.01328
10-shot image generationonZJU-RGB-P
mIoU· 2024-07-01
90.85
best: 93 (RoadFormer+ (ConvNeXt-L, RGB-AoLP))
CSFNet: A Cosine Similarity Fusion Network for Real-Time RGB-X Semantic Segmentation of Driving Scenes arXiv:2407.01328
10-shot image generationonMFN Dataset
mIOU· 2024-07-01
56.05
best: 62.7 (RoadFormer+ (ConvNeXt-L))
CSFNet: A Cosine Similarity Fusion Network for Real-Time RGB-X Semantic Segmentation of Driving Scenes arXiv:2407.01328
10-shot image generationonCityscapes val
Frame (fps)· 2024-07-01
106.1
best: 163.9 (FasterSeg)
CSFNet: A Cosine Similarity Fusion Network for Real-Time RGB-X Semantic Segmentation of Driving Scenes arXiv:2407.01328
10-shot image generationonCityscapes val
mIoU· 2024-07-01
74.73
best: 90.3 (EfficientPS (Cityscapes-fine))
CSFNet: A Cosine Similarity Fusion Network for Real-Time RGB-X Semantic Segmentation of Driving Scenes arXiv:2407.01328

Computer Vision1 result

Scene SegmentationonMFN Dataset
mIOU· 2024-07-01
56.05
best: 62.7 (RoadFormer+ (ConvNeXt-L))
CSFNet: A Cosine Similarity Fusion Network for Real-Time RGB-X Semantic Segmentation of Driving Scenes arXiv:2407.01328

Methodology1 result

2D Object DetectiononMFN Dataset
mIOU· 2024-07-01
56.05
best: 62.7 (RoadFormer+ (ConvNeXt-L))
CSFNet: A Cosine Similarity Fusion Network for Real-Time RGB-X Semantic Segmentation of Driving Scenes arXiv:2407.01328