/awesome-UAV-vision

国内外从事相关工作的实验室

Detection

数据集

Source Paper Code Note
arXiv22 HIT-UAV: A High-altitude Infrared Thermal Dataset for Unmanned Aerial Vehicles https://github.com/suojiashun/HIT-UAV-Infrared-Thermal-Dataset 8位红外数据

论文

Source Paper Code Note
CVPR23 Adaptive Sparse Convolutional Networks with Global Context Enhancement for Faster Object Detection on Drone Images https://github.com/Cuogeihong/CEASC
arXiv23 Cascaded Zoom-in Detector for High Resolution Aerial Images - 裁剪
arXiv23 Confidence-driven Bounding Box Localization for Small Object Detection - 小目标检测
**图像图形学报23 无人机视角下的目标检测研究进展 - 综述
AAAI22 UFPMP-Det: Toward Accurate and Efficient Object Detection on Drone Imagery https://github.com/PuAnysh/UFPMP-Det
ICIP22 Slicing Aided Hyper Inference and Fine-tuning for Small Object Detection https://github.com/obss/sahi 高分辨率切图工具SAHI
TCSVT22 Pareto Refocusing for Drone-view Object Detection - 裁剪
CVPR22 QueryDet: Cascaded Sparse Query for Accelerating High-Resolution Small Object Detection https://github.com/ChenhongyiYang/QueryDet-PyTorch
PR22 mSODANet: A network for multi-scale object detection in aerial images using hierarchical dilated convolutions -
arXiv22 Fewer is More: Efficient Object Detection in Large Aerial Images https://github.com/Ranchosky/OAN 裁剪
CVPR21 Detection, Tracking, and Counting Meets Drones in Crowds: A Benchmark -
ICCVW21 VistrongerDet: Stronger Visual Information for Object Detection in VisDrone Images -
ICCVW21 Coarse-grained Density Map Guided Object Detection in Aerial Images - 裁剪
ICCVW21 TPH-YOLOv5: Improved YOLOv5 Based on Transformer Prediction Head for Object Detection on Drone-captured Scenarios https://github.com/cv516Buaa/tph-yolov5
ICCVW21 ViT-YOLO:Transformer-Based YOLO for Object Detection
WACV21 Towards Resolving the Challenge of Long-tail Distribution in UAV Images for Object Detection https://github.com/we1pingyu/DSHNet 长尾分布
ICME21 HRDNet: High-Resolution Detection Network for Small Objects -
ECCV20 Object Detection Using Clustering Algorithm Adaptive Searching Regions in Aerial Images -
TIP20 A Global-Local Self-Adaptive Network for Drone-View Object Detection https://github.com/dengsutao/glsan 裁剪
CVPRW20 Density Map Guided Object Detection in Aerial Images - 裁剪
ICCVW20 Spatial Attention for Multi-Scale Feature Refinement for Object Detection -
ICCVW20 How to Fully Exploit The Abilities of Aerial Image Detectors - 裁剪
CVPRW20 [The Power of Tiling for Small Object Detection](https://ieeexplore.ieee.org/document/9022557) - 裁剪
ICCVW19 SlimYOLOv3: Narrower, Faster and Better for Real-Time UAV Applications https://github.com/PengyiZhang/SlimYOLOv3
TCSVT19 Small Object Detection in Unmanned Aerial Vehicle Images Using Feature Fusion and Scaling-Based Single Shot Detector With Spatial Context Analysis -
TIE19 Simultaneously Detecting and Counting Dense Vehicles From Drone Images -
ICCV19 Clustered Object Detection in Aerial Images https://github.com/fyangneil/Clustered-Object-Detection-in-Aerial-Image 裁剪
TGRS19 R2-CNN: Fast Tiny Object Detection in Large-Scale Remote Sensing Images - 遥感
TGRS19 Hierarchical and Robust Convolutional Neural Network for Very High-Resolution Remote Sensing Object Detection - 遥感
GRSL18 Multiscale Visual Attention Networks for Object Detection in VHR Remote Sensing Images - 遥感
TGRS17 Accurate Object Localization in Remote Sensing Images Based on Convolutional Neural Networks - 遥感
TIP17 Random Access Memories: A New Paradigm for Target Detection in High Resolution Aerial Remote Sensing Images - 遥感
ACCV16 R-CNN for Small Object Detection - 小目标检测

其他可借鉴

Source Paper Code Note
CVPR18 Dynamic Zoom-in Network for Fast Object Detection in Large Images -
CVPR16 Adaptive Object Detection Using Adjacency and Zoom Prediction -

Segmentation

分割领域中与高分辨处理相关的文章

Source Paper Code Note
CVPR22 ISDNet: Integrating Shallow and Deep Networks for Efficient Ultra-high Resolution Segmentation https://github.com/cedricgsh/ISDNet
CVPR21 Progressive Semantic Segmentation https://github.com/VinAIResearch/MagNet
ICCV21 From Contexts to Locality: Ultra-high Resolution Image Segmentation via Locality-aware Contextual Correlation https://github.com/liqiokkk/FCtl
CVPR20 CascadePSP: Toward Class-Agnostic and Very High-Resolution Segmentation via Global and Local Refinement https://github.com/hkchengrex/CascadePSP
AAAI20 Patch Proposal Network for Fast Semantic Segmentation of High-Resolution Images -
ICCV19 Collaborative Global-Local Networks for Memory-Efficient Segmentation of Ultra-High Resolution Images https://github.com/VITA-Group/GLNet

MOT

数据集

Source Paper Code Note
TMM23 Robust Multi-Drone Multi-Target Tracking to Resolve Target Occlusion: A Benchmark

SOT

CrowdCouting