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Event-based vision

An event camera, also known as a neuromorphic camera, silicon retina or dynamic vision sensor, is an imaging sensor that responds to local changes in brightness. Event cameras do not capture images using a shutter as conventional cameras do. Instead, each pixel inside an event camera operates independently and asynchronously, reporting changes in brightness as they occur and staying silent otherwise. Modern event cameras have microsecond temporal resolution, 120 dB dynamic range, and less under/overexposure and motion blur than frame cameras.

Papers

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Showing 51–100 of 145 papers

TitleStatusHype
Event-Based Crossing Dataset (EBCD)Code0
Binarized Mamba-Transformer for Lightweight Quad Bayer HybridEVS DemosaicingCode0
Technical report of a DMD-based Characterization Method for Vision Sensors—0
Event Vision Sensor: A Review—0
GraNNite: Enabling High-Performance Execution of Graph Neural Networks on Resource-Constrained Neural Processing UnitsCode0
STEMS: Spatial-Temporal Mapping Tool For Spiking Neural Networks—0
EventVL: Understand Event Streams via Multimodal Large Language Model—0
Event-based vision for egomotion estimation using precise event timing—0
Graph Neural Network Combining Event Stream and Periodic Aggregation for Low-Latency Event-based Vision—0
eCARLA-scenes: A synthetically generated dataset for event-based optical flow predictionCode0
Low-Latency Scalable Streaming for Event-Based Vision—0
GERD: Geometric event response data generationCode0
STREAM: A Universal State-Space Model for Sparse Geometric Data—0
Learning Collective Dynamics of Multi-Agent Systems using Event-based Vision—0
Increasing the scalability of graph convolution for FPGA-implemented event-based vision—0
SpiDR: A Reconfigurable Digital Compute-in-Memory Spiking Neural Network Accelerator for Event-based Perception—0
BlinkVision: A Benchmark for Optical Flow, Scene Flow and Point Tracking Estimation using RGB Frames and Events—0
Non-Invasive Qualitative Vibration Analysis using Event Camera—0
Secrets of Edge-Informed Contrast Maximization for Event-Based Vision—0
Optimal OnTheFly Feedback Control of Event Sensors—0
MEVDT: Multi-Modal Event-Based Vehicle Detection and Tracking Dataset—0
A Framework for Pupil Tracking with Event Cameras—0
Event-based vision on FPGAs -- a survey—0
TRIP: Trainable Region-of-Interest Prediction for Hardware-Efficient Neuromorphic Processing on Event-based VisionCode0
Covariant spatio-temporal receptive fields for spiking neural networksCode0
EvGNN: An Event-driven Graph Neural Network Accelerator for Edge Vision—0
3D Human Scan With A Moving Event Camera—0
Re-Interpreting the Step-Response Probability Curve to Extract Fundamental Physical Parameters of Event-based Vision Sensors—0
A Neuromorphic Approach to Obstacle Avoidance in Robot Manipulation—0
Ev-Edge: Efficient Execution of Event-based Vision Algorithms on Commodity Edge Platforms—0
Towards Real-Time Fast Unmanned Aerial Vehicle Detection Using Dynamic Vision Sensors—0
Flow-Based Visual Stream Compression for Event Cameras—0
Optimising Graph Representation for Hardware Implementation of Graph Convolutional Networks for Event-based Vision—0
Relating Events and Frames Based on Self-Supervised Learning and Uncorrelated Conditioning for Unsupervised Domain Adaptation—0
EVS-assisted Joint Deblurring Rolling-Shutter Correction and Video Frame Interpolation through Sensor Inverse Modeling—0
Asynchronous Bioplausible Neuron for SNN for Event Vision—0
Efficient and Low-Footprint Object Classification using Spatial Contrast—0
Spike-time encoding of gas concentrations using neuromorphic analog sensory front-end—0
CrossZoom: Simultaneously Motion Deblurring and Event Super-ResolvingCode0
Tracking Particles Ejected From Active Asteroid Bennu With Event-Based Vision—0
On the Generation of a Synthetic Event-Based Vision Dataset for Navigation and LandingCode0
Event-based Vision for Early Prediction of Manipulation ActionsCode0
Automotive Object Detection via Learning Sparse Events by Spiking NeuronsCode0
Hierarchical Neural Memory Network for Low Latency Event ProcessingCode0
Sensing Diversity and Sparsity Models for Event Generation and Video Reconstruction from EventsCode0
Density Invariant Contrast Maximization for Neuromorphic Earth ObservationsCode0
Accurate and Efficient Event-based Semantic Segmentation Using Adaptive Spiking Encoder-Decoder Network—0
Neuromorphic Optical Flow and Real-time Implementation with Event Cameras—0
Speck: A Smart event-based Vision Sensor with a low latency 327K Neuron Convolutional Neuronal Network Processing Pipeline—0
Unsupervised Domain Adaptation for Training Event-Based Networks Using Contrastive Learning and Uncorrelated Conditioning—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1REDmAP43—Unverified