Improving Multispectral Pedestrian Detection by Addressing Modality Imbalance Problems

7 August 2020

Xun Cao

Papers citing "Improving Multispectral Pedestrian Detection by Addressing Modality Imbalance Problems"

46 / 46 papers shown

Title
Transformer-Based Dual-Optical Attention Fusion Crowd Head Point Counting and Localization Network Fei Zhou Yi Li Mingqing Zhu 26 0 0 11 May 2025
Large Language Model Guided Progressive Feature Alignment for Multimodal UAV Object Detection Wentao Wu Chenglong Li X. Wang Bin Luo Qi Liu 35 0 0 10 Mar 2025
Attention Bootstrapping for Multi-Modal Test-Time Adaptation Yusheng Zhao Junyu Luo Xiao Luo Jinsheng Huang Jingyang Yuan Zhiping Xiao M. Zhang TTA 85 0 0 04 Mar 2025
Visible-Thermal Tiny Object Detection: A Benchmark Dataset and Baselines Xinyi Ying Chao Xiao Ruojing Li Xu He Boyang Li ... Miao Li Shilin Zhou Wei An Weidong Sheng Li Liu 147 7 0 21 Feb 2025
Multispectral Pedestrian Detection with Sparsely Annotated Label Chan Lee Seungho Shin Gyeong-Moon Park Jung Uk Kim 30 0 0 05 Jan 2025
Optimizing Multispectral Object Detection: A Bag of Tricks and Comprehensive Benchmarks Chen Zhou Peng Cheng Junfeng Fang Y. Zhang Yibo Yan X. Jia Yanyan Xu K. Wang Xiaochun Cao 76 0 0 27 Nov 2024
Revisiting Misalignment in Multispectral Pedestrian Detection: A Language-Driven Approach for Cross-modal Alignment Fusion Taeheon Kim Sangyun Chung Youngjoon Yu Y. Ro CVBM 71 1 0 27 Nov 2024
Hybrid Attention for Robust RGB-T Pedestrian Detection in Real-World Conditions A. Rathinam Leo Pauly Abd El Rahman Shabayek Wassim Rharbaoui Anis Kacem Vincent Gaudillière Djamila Aouada 30 0 0 06 Nov 2024
SeaDATE: Remedy Dual-Attention Transformer with Semantic Alignment via Contrast Learning for Multimodal Object Detection Shuhan Dong Yunsong Li Weiying Xie Jiaqing Zhang Jiayuan Tian Danian Yang Jie Lei 26 1 0 15 Oct 2024
DPDETR: Decoupled Position Detection Transformer for Infrared-Visible Object Detection Junjie Guo Chenqiang Gao Fangcen Liu Deyu Meng ViT 32 1 0 12 Aug 2024
Nighttime Pedestrian Detection Based on Fore-Background Contrast Learning He Yao Yongjun Zhang Huachun Jian Li Zhang Ruzhong Cheng 21 8 0 06 Aug 2024
FoRA: Low-Rank Adaptation Model beyond Multimodal Siamese Network Weiying Xie Yusi Zhang Tianlin Hui Jiaqing Zhang Jie Lei Yunsong Li 27 1 0 23 Jul 2024
DMM: Disparity-guided Multispectral Mamba for Oriented Object Detection in Remote Sensing Minghang Zhou Tianyu Li Chaofan Qiao Dongyu Xie Guoqing Wang Ningjuan Ruan Lin Mei Yang Yang Mamba 40 4 0 11 Jul 2024
RGB-T Object Detection via Group Shuffled Multi-receptive Attention and Multi-modal Supervision Jinzhong Wang Xuetao Tian Shun Dai Tao Zhuo Haorui Zeng Hongjuan Liu Jiaqi Liu Xiuwei Zhang Yanning Zhang 31 0 0 29 May 2024
AMFD: Distillation via Adaptive Multimodal Fusion for Multispectral Pedestrian Detection Zizhao Chen Yeqiang Qian Xiaoxiao Yang Chunxiang Wang Ming Yang 29 1 0 21 May 2024
Multimodal Fusion on Low-quality Data: A Comprehensive Survey Qingyang Zhang Yake Wei Zongbo Han Huazhu Fu Xi Peng ... Qinghua Hu Cai Xu Jie Wen Di Hu Changqing Zhang 46 25 0 27 Apr 2024
UniRGB-IR: A Unified Framework for Visible-Infrared Semantic Tasks via Adapter Tuning Maoxun Yuan Bo Cui Tianyi Zhao Xingxing Wei Shan Fu Xue Yang Xingxing Wei 35 0 0 26 Apr 2024
MSCoTDet: Language-driven Multi-modal Fusion for Improved Multispectral Pedestrian Detection Taeheon Kim Sangyun Chung Damin Yeom Youngjoon Yu Hak Gu Kim Y. Ro 38 2 0 22 Mar 2024
D3T: Distinctive Dual-Domain Teacher Zigzagging Across RGB-Thermal Gap for Domain-Adaptive Object Detection Dinh Phat Do Taehoon Kim Jaemin Na Jiwon Kim Keonho Lee Kyunghwan Cho Wonjun Hwang 29 7 0 14 Mar 2024
Causal Mode Multiplexer: A Novel Framework for Unbiased Multispectral Pedestrian Detection Taeheon Kim Sebin Shin Youngjoon Yu Hak Gu Kim Y. Ro 33 5 0 02 Mar 2024
DAMSDet: Dynamic Adaptive Multispectral Detection Transformer with Competitive Query Selection and Adaptive Feature Fusion Junjie Guo Chenqiang Gao Fangcen Liu Deyu Meng Xinbo Gao 30 8 0 01 Mar 2024
Bootstrapping Audio-Visual Segmentation by Strengthening Audio Cues Tianxiang Chen Zhentao Tan Tao Gong Qi Chu Yue-bo Wu Bin Liu Le Lu Jieping Ye Nenghai Yu VOS 37 3 0 04 Feb 2024
Pedestrian Detection in Low-Light Conditions: A Comprehensive Survey Bahareh Ghari Ali Tourani A. Shahbahrami Georgi Gaydadjiev 24 15 0 15 Jan 2024
Cross-Modality Proposal-guided Feature Mining for Unregistered RGB-Thermal Pedestrian Detection Chao Tian Zikun Zhou Yuqing Huang Gaojun Li Zhenyu He 17 8 0 23 Aug 2023
ICAFusion: Iterative Cross-Attention Guided Feature Fusion for Multispectral Object Detection Jifeng Shen Yifei Chen Yue Liu Xin Zuo Heng Fan Wankou Yang ViT 18 87 0 15 Aug 2023
WCCNet: Wavelet-integrated CNN with Crossmodal Rearranging Fusion for Fast Multispectral Pedestrian Detection Xingjian Wang Li Chai Jiming Chen Zhiguo Shi 26 1 0 02 Aug 2023
$$\mathbf{C}^2$Former: Calibrated and Complementary Transformer for RGB-Infrared Object Detection$ $\mathbf{C}^2$ Former: Calibrated and Complementary Transformer for RGB-Infrared Object Detection Maoxun Yuan Xingxing Wei ViT 23 38 0 28 Jun 2023
Provable Dynamic Fusion for Low-Quality Multimodal Data Qingyang Zhang Haitao Wu Changqing Zhang Qinghua Hu H. Fu Joey Tianyi Zhou Xi Peng 31 55 0 03 Jun 2023
TFDet: Target-Aware Fusion for RGB-T Pedestrian Detection Xue Zhang Xiaohan Zhang Jiacheng Ying Zehua Sheng Heng Yu Chunguang Li Hui-Liang Shen ViT 19 8 0 26 May 2023
Bright Channel Prior Attention for Multispectral Pedestrian Detection Chenhang Cui Jinyu Xie Yechenhao Yang ViT 16 3 0 22 May 2023
Breaking Modality Disparity: Harmonized Representation for Infrared and Visible Image Registration Zhiying Jiang Zengxi Zhang Jinyuan Liu Xin-Yue Fan Risheng Liu 14 2 0 12 Apr 2023
Revisiting Modality Imbalance In Multimodal Pedestrian Detection Arindam Das Sudip Das Ganesh Sistu Jonathan Horgan Ujjwal Bhattacharya Edward Jones M. Glavin Ciarán Eising 25 12 0 24 Feb 2023
Cascaded information enhancement and cross-modal attention feature fusion for multispectral pedestrian detection Yang Yang Kaixiong Xu Kaizheng Wang 25 8 0 17 Feb 2023
MS-DETR: Multispectral Pedestrian Detection Transformer with Loosely Coupled Fusion and Modality-Balanced Optimization Yinghui Xing Song Wang Shizhou Zhang Guoqiang Liang Xiuwei Zhang Yanning Zhang ViT 22 7 0 01 Feb 2023
Translation, Scale and Rotation: Cross-Modal Alignment Meets RGB-Infrared Vehicle Detection Maoxun Yuan Yinyan Wang Xingxing Wei 37 43 0 28 Sep 2022
Weakly Aligned Feature Fusion for Multimodal Object Detection Lu Zhang Zhiyong Liu Xiangyu Zhu Zhan Song Xu Yang Zhen Lei Hong Qiao ObjD 16 40 0 21 Apr 2022
Deep Learning Serves Traffic Safety Analysis: A Forward-looking Review Abolfazl Razi Xiwen Chen Huayu Li Hao Wang Brendan J. Russo Yan Chen Hongbin Yu 25 39 0 07 Mar 2022
Fusion Detection via Distance-Decay IoU and weighted Dempster-Shafer Evidence Theory Q. Fang Zhaokui Wang 14 0 0 06 Dec 2021
Cross-Modality Attentive Feature Fusion for Object Detection in Multispectral Remote Sensing Imagery Q. Fang Zhaokui Wang 14 108 0 06 Dec 2021
BAANet: Learning Bi-directional Adaptive Attention Gates for Multispectral Pedestrian Detection Xiaoxiao Yang Yeqian Qiang Huijie Zhu Chunxiang Wang Ming Yang 11 33 0 04 Dec 2021
Multi-Modal Pedestrian Detection with Large Misalignment Based on Modal-Wise Regression and Multi-Modal IoU Napat Wanchaitanawong Masayuki Tanaka Takashi Shibata Masatoshi Okutomi CVBM 12 18 0 23 Jul 2021
Spatio-Contextual Deep Network Based Multimodal Pedestrian Detection For Autonomous Driving Kinjal Dasgupta Arindam Das Sudip Das Ujjwal Bhattacharya S. Yogamani 17 61 0 26 May 2021
Multimodal Object Detection via Probabilistic Ensembling Yi-Ting Chen Jing Shi Zelin Ye Christoph Mertz Deva Ramanan Shu Kong 11 101 0 07 Apr 2021
Weakly-supervised Semantic Segmentation in Cityscape via Hyperspectral Image Yuxing Huang Shaodi You Ying Fu Qiu Shen 98 7 0 18 Dec 2020
From Handcrafted to Deep Features for Pedestrian Detection: A Survey Jiale Cao Yanwei Pang Jin Xie F. Khan Ling Shao ObjD 11 107 0 01 Oct 2020
Drone-based RGB-Infrared Cross-Modality Vehicle Detection via Uncertainty-Aware Learning Yiming Sun Bing Cao Pengfei Zhu Q. Hu 11 237 0 05 Mar 2020