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Models/UniRGB-IR

UniRGB-IR

Reported on 11 benchmarks across 7 tasks · 1 paper

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

Computer Vision4 results

Pedestrian DetectiononLLVIP
AP· 2024-04-26
0.632
best: 0.726 (MMPedestron)
UniRGB-IR: A Unified Framework for RGB-Infrared Semantic Tasks via Adapter Tuning arXiv:2404.17360
Scene SegmentationonPST900
mIoU· 2024-04-26
82.8
best: 89.8 (SHIFNet)
UniRGB-IR: A Unified Framework for RGB-Infrared Semantic Tasks via Adapter Tuning arXiv:2404.17360
Scene SegmentationonMFN Dataset
mIOU· 2024-04-26
59.3
best: 62.7 (RoadFormer+ (ConvNeXt-L))
UniRGB-IR: A Unified Framework for RGB-Infrared Semantic Tasks via Adapter Tuning arXiv:2404.17360
Multispectral Object DetectiononKAIST Multispectral Pedestrian Detection Benchmark
All Miss Rate· 2024-04-26
25.21
best: 51.7 (FusionRPN+BF)
UniRGB-IR: A Unified Framework for RGB-Infrared Semantic Tasks via Adapter Tuning arXiv:2404.17360

Medical2 results

Semantic SegmentationonPST900
mIoU· 2024-04-26
82.8
best: 89.8 (SHIFNet)
UniRGB-IR: A Unified Framework for RGB-Infrared Semantic Tasks via Adapter Tuning arXiv:2404.17360
Semantic SegmentationonMFN Dataset
mIOU· 2024-04-26
59.3
best: 62.7 (RoadFormer+ (ConvNeXt-L))
UniRGB-IR: A Unified Framework for RGB-Infrared Semantic Tasks via Adapter Tuning arXiv:2404.17360

Methodology2 results

2D Object DetectiononPST900
mIoU· 2024-04-26
82.8
best: 89.8 (SHIFNet)
UniRGB-IR: A Unified Framework for RGB-Infrared Semantic Tasks via Adapter Tuning arXiv:2404.17360
2D Object DetectiononMFN Dataset
mIOU· 2024-04-26
59.3
best: 62.7 (RoadFormer+ (ConvNeXt-L))
UniRGB-IR: A Unified Framework for RGB-Infrared Semantic Tasks via Adapter Tuning arXiv:2404.17360

Audio2 results

10-shot image generationonPST900
mIoU· 2024-04-26
82.8
best: 89.8 (SHIFNet)
UniRGB-IR: A Unified Framework for RGB-Infrared Semantic Tasks via Adapter Tuning arXiv:2404.17360
10-shot image generationonMFN Dataset
mIOU· 2024-04-26
59.3
best: 62.7 (RoadFormer+ (ConvNeXt-L))
UniRGB-IR: A Unified Framework for RGB-Infrared Semantic Tasks via Adapter Tuning arXiv:2404.17360

Robots1 result

Autonomous VehiclesonLLVIP
AP· 2024-04-26
0.632
best: 0.726 (MMPedestron)
UniRGB-IR: A Unified Framework for RGB-Infrared Semantic Tasks via Adapter Tuning arXiv:2404.17360