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KAIST Multispectral Pedestrian Detection Benchmark

Multispectral Object Detection Benchmark

Performance Over Time

📊 Showing 13 results | 📏 Metric: All Miss Rate

Top Performing Models

Rank Model Paper All Miss Rate Date Code
1 FusionRPN+BF Fully Convolutional Networks for Semantic Segmentation 51.70 2014-11-14 📦 pochih/fcn-pytorch 📦 andyzeng/apc-vision-toolbox 📦 martinkersner/py_img_seg_eval
2 Halfway Fusion Multispectral Deep Neural Networks for Pedestrian Detection 49.18 2016-11-08 📦 SoonminHwang/rgbt-ped-detection 📦 xuez-phd/tfdet
3 IATDNN+IASS Fusion of Multispectral Data Through Illumination-aware Deep Neural Networks for Pedestrian Detection 48.96 2018-02-27 -
4 IAFR-CNN Illumination-aware Faster R-CNN for Robust Multispectral Pedestrian Detection 44.23 2018-03-14 -
5 CIAN CIAN: Cross-Image Affinity Net for Weakly Supervised Semantic Segmentation 35.53 2018-11-27 📦 js-fan/CIAN
6 AR-CNN Weakly Aligned Cross-Modal Learning for Multispectral Pedestrian Detection 34.95 2019-01-09 -
7 MSDS-R-CNN Multispectral Pedestrian Detection via Simultaneous Detection and Segmentation 34.15 2018-08-14 📦 Li-Chengyang/MSDS-RCNN
8 MBNet Improving Multispectral Pedestrian Detection by Addressing Modality Imbalance Problems 31.87 2020-08-07 📦 CalayZhou/MBNet 📦 kn-joshua/Modality-Balanced-Multispectral-Pedestrian-Detection
9 TSFADet Translation, Scale and Rotation: Cross-Modal Alignment Meets RGB-Infrared Vehicle Detection 30.74 2022-09-28 -
10 C2former $\mathbf{C}^2$Former: Calibrated and Complementary Transformer for RGB-Infrared Object Detection 28.39 2023-06-28 📦 yuanmaoxun/c2former 📦 yuanmaoxun/calibrated-and-complementary-transformer-for-rgb-infrared-object-detection

All Papers (13)