SOTAVerified

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
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
Detecting Every Object from EventsCode1
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
State Space Models for Event CamerasCode3
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
LEOD: Label-Efficient Object Detection for Event CamerasCode1
Adaptive Calibration: A Unified Conversion Framework of Spiking Neural NetworksCode1
Asynchronous Bioplausible Neuron for SNN for Event Vision—0
Efficient and Low-Footprint Object Classification using Spatial Contrast—0
Event-based Background-Oriented SchlierenCode1
Spike-time encoding of gas concentrations using neuromorphic analog sensory front-end—0
GET: Group Event Transformer for Event-Based VisionCode1
CrossZoom: Simultaneously Motion Deblurring and Event Super-ResolvingCode0
Tracking Particles Ejected From Active Asteroid Bennu With Event-Based Vision—0
Person Re-Identification without Identification via Event AnonymizationCode1
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
EVREAL: Towards a Comprehensive Benchmark and Analysis Suite for Event-based Video ReconstructionCode1
Density Invariant Contrast Maximization for Neuromorphic Earth ObservationsCode0
From Chaos Comes Order: Ordering Event Representations for Object Recognition and DetectionCode1
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
Fully neuromorphic vision and control for autonomous drone flight—0
Deep Learning for Event-based Vision: A Comprehensive Survey and BenchmarksCode1
Sneaky Spikes: Uncovering Stealthy Backdoor Attacks in Spiking Neural Networks with Neuromorphic DataCode0
Adaptive Global Decay Process for Event CamerasCode1
High-temporal-resolution event-based vehicle detection and tracking—0
Fast Event-based Optical Flow Estimation by Triplet Matching—0
Masked Event Modeling: Self-Supervised Pretraining for Event CamerasCode1
A Fast Geometric Regularizer to Mitigate Event Collapse in the Contrast Maximization FrameworkCode1
Recurrent Vision Transformers for Object Detection with Event CamerasCode2
Event-based Monocular Dense Depth Estimation with Recurrent Transformers—0
FPGA Implementation of An Event-driven Saliency-based Selective Attention Model—0
HALSIE: Hybrid Approach to Learning Segmentation by Simultaneously Exploiting Image and Event Modalities—0
ASAP: Adaptive Scheme for Asynchronous Processing of Event-based Vision Algorithms—0
Ecsnet: Spatio-temporal feature learning for event cameraCode0
Secrets of Event-Based Optical FlowCode1
Event Collapse in Contrast Maximization FrameworksCode1
Ev-NeRF: Event Based Neural Radiance Field—0
How Asynchronous Events Encode Video—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1REDmAP43—Unverified