awesome-pedestrian-detection

Curated list of papers on the topic of Pedestrian Detection

Papers

1. Pedestrian detection in video surveillance using fully convolutional YOLO neural network

2. Deep convolutional neural networks for pedestrian detection

   • Extends R-CNN

3. Adaptive Feeding: Achieving Fast and Accurate Detections by Adaptively Combining Object Detectors

4. Obstacle Detection Using Local Shape Context Descriptor on Railway Track

   • Based on Local Shape Context descriptor
   • Using edge based orientation information

5. Night-time Pedestrian Detection Based on Temperature and HOGI Feature in Infra-red Images

6. Deep Learning for Robust Road Object Detection (Thesis)

7. Fastest Pedestrian Detector

   • HOG

8. Obstacles and Pedestrian Detection on a Moving Vehicle

9. Nighttime Pedestrian Detection with a Normal Camera Using SVM Classifier

10. Pedestrian Detection with RCNN

11. Caltech Pedestrian Dataset: Evaluated Algorithms

12. Ten Years of Pedestrian Detection, What Have We Learned?

13. Word Channel Based Multiscale Pedestrian Detection Without Image Resizing and Using Only One Classifier

14. Filtered Channel Features for Pedestrian Detection

15. Detecting Pedestrians Using Patterns of Motion and Appearance

16. Pedestrian Detection: An Evaluation of the State of the Art

17. Monocular Pedestrian Detection: Survey and Experiments

19. Automatic pedestrian detection in partially occluded single image

20. Pedestrian Detection via Body-part Semantic and Contextual Information with DNN

21. Pedestrian detection using improved proposal boxes and grayscale convolutional learning

22. Rapid Pedestrian Detection Based on Deep Omega-Shape Features with Partial Occlusion Handing

23. Pedestrian Detection in Crowded Scenes

Github Repositories

1. Caltech Pedestrain Dataset Converter for Python users
2. Convert Caltech annontations to Yolo compatible format
3. DeepPed: Deep CNN for Pedestrian Detection (2016)
4. LSTM-RCNN Pedestrian Detection
5. Segmentation Based Approach for Pedestrian Detection
6. Ped Dect using SVM

All and Sundry on Object Detection in general:

1. Deep Learning in Video Surveillance Slides
2. Selective Search Poster
3. Pedestrian Detection and Distance Estimation Slides
   • Code