Awsome-Event-based-Vision-for-Robotics (Autonomous-Driving & Robotic-Grasping)

Collect some papers about event-based Autonomous Driving & Event-based Robotic-Grasping.

If you find some overlooked papers, please open issues or pull requests (recommended).

Papers

Survey papers

Year	Paper	Publication	Code/Webpage
2020	Event-based Vision: A Survey	TPAMI	Code
2020	Event-Based Neuromorphic Vision for Autonomous Driving: A Paradigm Shift for Bio-Inspired Visual Sensing and Perception	IEEE Signal Processing Magazine	Code

Datasets

Datasets about Autonomous Driving

Year	Paper	Publication	Code/Webpage
2017	DDD17: End-To-End DAVIS Driving Dataset	Int. Conf. Machine Learning	Dataset
2018	N-CARS Dataset: A large real-world event-based dataset for car classification.	CVPR	Link
2018	The Multi Vehicle Stereo Event Camera Dataset: An Event Camera Dataset for 3D Perception	IEEE Robotics and Automation Letters (RA-L)	Dataset , YouTube.
2019	DET: A High-resolution DVS Dataset for Lane Extraction	CVPRW	Code
2020	NeuroIV: Neuromorphic Vision Meets Intelligent Vehicle Towards Safe Driving With a New Database and Baseline Evaluations	TITS	-
2020	A Large Scale Event-based Detection Dataset for Automotive	arXiv	Code,1Mpx Detection Dataset
2020	DDD20 End-to-End Event Camera Driving Dataset: Fusing Frames and Events with Deep Learning for Improved Steering Prediction	ITSC	Dataset , More datasets
2021	TUM-VIE: The TUM Stereo Visual-Inertial Event Dataset	IROS	-
2021	DSEC: A Stereo Event Camera Dataset for Driving Scenarios	IEEE Robotics and Automation Letters (RA-L)	Dataset, Code , Video
2022	PKU-DAVIS-SOD Dataset by National Engineering Research Center for Visual Technology	Dataset	-

Datasets about Robotic Grasping

Year	Paper	Publication	Code/Webpage
2019	NeuroGrasp: Multimodal Neural Network With Euler Region Regression for Neuromorphic Vision-Based Grasp Pose Estimation	IEEE Transactions on Instrumentation and Measurement (TIM)	Dataset
2021	Event-Based Robotic Grasping Detection With Neuromorphic Vision Sensor and Event-Grasping Dataset	Frontiers in Neurorobotics	Dataset

Papers about Object Detection in Autonomous Driving

Year	Paper	Publication	Code/Webpage
2019	Multi-Cue Event Information Fusion for Pedestrian Detection With Neuromorphic Vision Sensors	Front. Neurorobot	-
2019	[Mixed Frame-/Event-Driven Fast Pedestrian Detection	ICRA	-
2020	Learning to Detect Objects with a 1 Megapixel Event Camera	NeurIPS
2021	N-ImageNet: Towards Robust, Fine-Grained Object Recognition with Event Cameras	ICCV	Suppl. Mat., Github Page, N-ImageNet Dataset.
2021	Fusion-based Feature Attention Gate Component for Vehicle Detection based on Event Camera	IEEE Sensors Journal
2022	Fusing Asynchronous Event and Synchronization Frame Data with Multi-layer Feature Attention Guided Filtering	Research Square
2022	Fusing Event-based and RGB camera for Robust Object Detection in Adverse Conditions	ICRA
2022	Retinomorphic Object Detection in Asynchronous Visual Streams	Proceedings of the AAAI Conference on Artificial Intelligence
2022	LDNet: End-to-End Lane Marking Detection Approach Using a Dynamic Vision Sensor	TITS
2022	Asynchronous Spatio-Temporal Memory Network for Continuous Event-Based Object Detection	IIEEE Transactions on Image Processing
2022	Traffic Sign Detection With Event Cameras and DCNN	SPA
2023	GET: Group Event Transformer for Event-Based Vision	ICCV	Code
2023	Joint Intensity and Event Framework for Vehicle Detection in Degraded Conditions	ICTIS
2023	RGB-Event Fusion for Moving Object Detection in Autonomous Driving	ICRA	Code
2023	Recurrent Vision Transformers for Object Detection with Event Cameras	CVPR	Code, YouTube. [Gen 1 Dataset]
2023	SODFormer: Streaming Object Detection with Transformer Using Events and Frames	IEEE Transactions on Pattern Analysis and Machine Intelligence	code

Papers about Semantic Segmentation in Autonomous Driving

Year	Paper	Publication	Code/Webpage
2019	EV-SegNet: Semantic Segmentation for Event-based Cameras	CVPRW	PDF. Project page. Video pitch
2021	ISSAFE: Improving Semantic Segmentation in Accidents by Fusing Event-based Data	IROS
2021	Moving Object Detection for Event-based vision using Graph Spectral Clustering	ICCVW	Code
2022	ESS: Learning Event-based Semantic Segmentation from Still Images	ECCV	Code
2022	Exploring Event-driven Dynamic Context for Accident Scene Segmentation	IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS	Code
2023	Event-Based Semantic Segmentation With Posterior Attention	IEEE TRANSACTIONS ON IMAGE PROCESSING	Code
2023	CMX: Cross-Modal Fusion for RGB-X Semantic Segmentation With Transformers	IEEE Transactions on Intelligent Transportation Systems	Code
2024	EISNet: A Multi-Modal Fusion Network for Semantic Segmentation with Events and Images	IEEE Transactions on Multimedia	Code

Papers about Autonomous Driving

Year	Paper	Publication	Code/Webpage
2018	Event-based Vision meets Deep Learning on Steering Prediction for Self-driving Cars	CVPR	PDF, Poster, YouTube.
2019	Event-Based Vision Enhanced: A Joint Detection Framework in Autonomous Driving	ICME	-
2019	Live Demonstration: Unsupervised Event-Based Learning of Optical Flow, Depth and Egomotion	CVPRW	Project page
2019	Slasher: Stadium racer car for event camera end-to-end learning autonomous driving experiments	AICAS	Code, Project page.
2020	Learning Monocular Dense Depth from Events	IEEE Int. Conf. on 3D Vision (3DV)	PDF, YouTube, Code, Project Page.
2020	EDDD: Event-based drowsiness driving detection through facial motion analysis with neuromorphic vision sensor	IEEE Sensors Journal
2020	Learning to Exploit Multiple Vision Modalities by Using Grafted Networks	ECCV
2020	NeuroIV: Neuromorphic Vision Meets Intelligent Vehicle Towards Safe Driving With a New Database and Baseline Evaluations	TITS
2021	Combining Events and Frames Using Recurrent Asynchronous Multimodal Networks for Monocular Depth Prediction	IEEE Robotics and Automation Letters(RA-L)]	PDF, Code, Project Page.
2021	EvDistill: Asynchronous Events To End-Task Learning via Bidirectional Reconstruction-Guided Cross-Modal Knowledge Distillation	CVPR	Code.
2022	Event-Based Fusion for Motion Deblurring with Cross-modal Attention	ECCV	code
2023	Multi-Modal Fusion for Sensorimotor Coordination in Steering Angle Prediction	Engineering Applications of Artificial Intelligence)	code
2023	Frame-Event Alignment and Fusion Network for High Frame Rate Tracking	CVPR	code
2024	FE-DeTr: Keypoint Detection and Tracking in Low-quality Image Frames with Events	ICRA	code

Papers about Robotic Grasping

Year	Paper	Publication	Code/Webpage
2021	Event-Based Robotic Grasping Detection With Neuromorphic Vision Sensor and Event-Grasping Dataset	Frontiers in Neurorobotics	Dataset.
2021	NeuroGrasp: Multimodal Neural Network With Euler Region Regression for Neuromorphic Vision-Based Grasp Pose Estimation	IEEE Transactions on Instrumentation and Measurement (TIM)	Dataset.

Papers about Other tasks

Year	Paper	Publication	Code/Webpage
2023	Non-Coaxial Event-guided Motion Deblurring with Spatial Alignment	ICCV
2023	RPEFlow: Multimodal Fusion of RGB-PointCloud-Event for Joint Optical Flow and Scene Flow Estimation	ICCV	Project page

arXiv papers

Year	Paper	Publication
2023	EvPlug: Learn a Plug-and-Play Module for Event and Image Fusion	paper
2023	Enhancing Traffic Object Detection in Variable Illumination with RGB-Event Fusion	paper
2023	Deep Learning for Event-based Vision: A Comprehensive Survey and Benchmarks	paper
2024	Scene Adaptive Sparse Transformer for Event-based Object Detection	paper, code
2024	Event-assisted Low-Light Video Object Segmentation	paper
2024	Bilateral Event Mining and Complementary for Event Stream Super-Resolution	paper
2024	Retain, Blend, and Exchange: A Quality-aware Spatial-Stereo Fusion Approach for Event Stream Recognition	paper, Code