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Multispectral Object Detection On Kaist

Métriques

All Miss Rate

Résultats

Résultats de performance de divers modèles sur ce benchmark

Nom du modèle	All Miss Rate	Paper Title	Repository
CIAN	35.53	CIAN: Cross-Image Affinity Net for Weakly Supervised Semantic Segmentation
MLPD	-	MLPD: Multi-Label Pedestrian Detector in Multispectral Domain
IAFR-CNN	44.23	Illumination-aware Faster R-CNN for Robust Multispectral Pedestrian Detection	-
TSFADet	30.74	Translation, Scale and Rotation: Cross-Modal Alignment Meets RGB-Infrared Vehicle Detection	-
MSDS-R-CNN	34.15	Multispectral Pedestrian Detection via Simultaneous Detection and Segmentation
CMPD	28.98	Confidence-aware Fusion using Dempster-Shafer Theory for Multispectral Pedestrian Detection
AR-CNN	34.95	Weakly Aligned Cross-Modal Learning for Multispectral Pedestrian Detection	-
UniRGB-IR	25.21	UniRGB-IR: A Unified Framework for RGB-Infrared Semantic Tasks via Adapter Tuning
CFR	-	Multispectral Fusion for Object Detection with Cyclic Fuse-and-Refine Blocks
MBNet	31.87	Improving Multispectral Pedestrian Detection by Addressing Modality Imbalance Problems
FusionRPN+BF	51.70	Fully Convolutional Networks for Semantic Segmentation
IATDNN+IASS	48.96	Fusion of Multispectral Data Through Illumination-aware Deep Neural Networks for Pedestrian Detection	-
RSDet	24.79	Removal then Selection: A Coarse-to-Fine Fusion Perspective for RGB-Infrared Object Detection
INSANet	-	INSANet: INtra-INter Spectral Attention Network for Effective Feature Fusion of Multispectral Pedestrian Detection
C2former	28.39	$mathbf{C}^2$Former: Calibrated and Complementary Transformer for RGB-Infrared Object Detection
Halfway Fusion	49.18	Multispectral Deep Neural Networks for Pedestrian Detection
GAFF	-	Guided Attentive Feature Fusion for Multispectral Pedestrian Detection

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