Illumination-aware faster R-CNN for robust multispectral pedestrian detection

2018/08/13 by Chengyang Li, Dan Song, Ruofeng Tong +1 · 495 citations
Computer Science · Engineering · #Advanced Neural Network Applications #Artificial intelligence #Benchmark (surveying) #Cartography #Computer science #Computer vision #Convolutional neural network #Engineering #Fuse (electrical) #Geography #Merge (version control) #Multispectral image #Pattern recognition (psychology) #Pedestrian #Pedestrian detection #Remote-Sensing Image Classification #Video Surveillance and Tracking Methods

paper · doi:10.1016/j.patcog.2018.08.005

published in Pattern Recognition 85, 161-171 (Elsevier BV)

openalex publication_date 2018/08/13 · openalex created_date 2025/10/10 · openalex updated_date 2026/07/30

Citations

• ImageNet classification with deep convolutional neural networks

Cited by

• Evaluating an Adaptive Multispectral Turret System for Autonomous Tracking Across Variable Illumination Conditions
• GFD-SSD: Gated Fusion Double SSD for Multispectral Pedestrian Detection
• Unsupervised Domain Adaptation for Multispectral Pedestrian Detection
• Towards a Generalizable Fusion Architecture for Multimodal Object Detection
• Fusion Meets Diverse Conditions: A High-diversity Benchmark and Baseline for UAV-based Multimodal Object Detection with Condition Cues
• From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety
• C3-OWD: A Curriculum Cross-modal Contrastive Learning Framework for Open-World Detection
• Multiple Attentional Pyramid Networks for Chinese Herbal Recognition
• HitoMi-Cam: A Shape-Agnostic Person Detection Method Using the Spectral Characteristics of Clothing
• IRDFusion: Iterative Relation-Map Difference guided Feature Fusion for Multispectral Object Detection
• Improving Multispectral Pedestrian Detection by Addressing Modality Imbalance Problems
• WaveMamba: Wavelet-Driven Mamba Fusion for RGB-Infrared Object Detection
• Weakly Aligned Cross-Modal Learning for Multispectral Pedestrian Detection
• Drone-based RGBT tiny person detection
• Does Thermal data make the detection systems more reliable?
• A Color-Based Multispectral Imaging Approach for a Human Detection Camera
• Partially fake it till you make it: mixing real and fake thermal images for improved object detection
• Cross-modal Offset-guided Dynamic Alignment and Fusion for Weakly Aligned UAV Object Detection
• YOLOv11-RGBT: Towards a Comprehensive Single-Stage Multispectral Object Detection Framework
• Multi-Modal Pedestrian Detection with Large Misalignment Based on Modal-Wise Regression and Multi-Modal IoU
• Learning A Robust RGB-Thermal Detector for Extreme Modality Imbalance
• Transformer-Based Dual-Optical Attention Fusion Crowd Head Point Counting and Localization Network
• DRPFNet: Dual-domain Residual Progressive Fusion Network for RGB-Thermal Object Detection
• Deep Learning Sensor Fusion for Autonomous Vehicle Perception and Localization: A Review. [europepmc]
• Attention Fusion for One-Stage Multispectral Pedestrian Detection. [europepmc]
• Adopting the YOLOv4 Architecture for Low-Latency Multispectral Pedestrian Detection in Autonomous Driving. [europepmc]
• A paced multi-stage block-wise approach for object detection in thermal images. [europepmc]
• HMD-Net: A Vehicle Hazmat Marker Detection Benchmark. [europepmc]
• An Unsupervised Transfer Learning Framework for Visible-Thermal Pedestrian Detection. [europepmc]
• Non-GDANets: Sports small object detection of thermal images with Non-Glodal decoupled Attention. [europepmc]
• Optical Flow-Aware-Based Multi-Modal Fusion Network for Violence Detection. [europepmc]
• Probabilistic Fusion for Pedestrian Detection from Thermal and Colour Images. [europepmc]
• The Future of Mine Safety: A Comprehensive Review of Anti-Collision Systems Based on Computer Vision in Underground Mines. [europepmc]
• Multispectral Deep Neural Network Fusion Method for Low-Light Object Detection. [europepmc]
• LAGSwin: Local attention guided Swin-transformer for thermal infrared sports object detection. [europepmc]
• Concrete Highway Crack Detection Based on Visible Light and Infrared Silicate Spectrum Image Fusion. [europepmc]
• MRD-YOLO: A Multispectral Object Detection Algorithm for Complex Road Scenes. [europepmc]
• Sensor-Fused Nighttime System for Enhanced Pedestrian Detection in ADAS and Autonomous Vehicles. [europepmc]
• RDCRNet: RGB-T Object Detection Network Based on Cross-Modal Representation Model. [europepmc]
• TCCDNet: A Multimodal Pedestrian Detection Network Integrating Cross-Modal Complementarity with Deep Feature Fusion. [europepmc]
• Multimodal fusion transformer network for multispectral pedestrian detection in low-light condition. [europepmc]
• RGB-FIR Multimodal Pedestrian Detection with Cross-Modality Context Attentional Model. [europepmc]
• CM-YOLO: A Multimodal PCB Defect Detection Method Based on Cross-Modal Feature Fusion. [europepmc]
• Language-Driven Cross-Attention for Visible-Infrared Image Fusion Using CLIP. [europepmc]
• Cross-Modal Object Detection Based on Content-Guided Feature Fusion and Self-Calibration. [europepmc]
• DTC-YOLO: Multimodal Object Detection via Depth-Texture Coupling and Dynamic Gating Optimization. [europepmc]
• HitoMi-Cam: A Shape-Agnostic Person Detection Method Using the Spectral Characteristics of Clothing. [europepmc]
• SIM-PCSR: Key-Layer Complementary Enhancement for UAV RGB-IR Small-Object Detection. [europepmc]