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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 26–50 of 145 papers

TitleStatusHype
Detecting Every Object from EventsCode1
Lifting Monocular Events to 3D Human PosesCode1
LEOD: Label-Efficient Object Detection for Event CamerasCode1
Deep Learning for Event-based Vision: A Comprehensive Survey and BenchmarksCode1
DemosaicFormer: Coarse-to-Fine Demosaicing Network for HybridEVS CameraCode1
A Fast Geometric Regularizer to Mitigate Event Collapse in the Contrast Maximization FrameworkCode1
NTIRE 2025 Challenge on Event-Based Image Deblurring: Methods and ResultsCode1
Person Re-Identification without Identification via Event AnonymizationCode1
E^2(GO)MOTION: Motion Augmented Event Stream for Egocentric Action RecognitionCode1
SEVD: Synthetic Event-based Vision Dataset for Ego and Fixed Traffic PerceptionCode1
Event Collapse in Contrast Maximization FrameworksCode1
GET: Group Event Transformer for Event-Based VisionCode1
RGB-Event Fusion with Self-Attention for Collision PredictionCode1
Egocentric Event-Based Vision for Ping Pong Ball Trajectory PredictionCode1
Adaptive Global Decay Process for Event CamerasCode1
Entropy Minimisation Framework for Event-based Vision Model EstimationCode1
Learning from Noise: Enhancing DNNs for Event-Based Vision through Controlled Noise InjectionCode0
CrossZoom: Simultaneously Motion Deblurring and Event Super-ResolvingCode0
Covariant spatio-temporal receptive fields for spiking neural networksCode0
GERD: Geometric event response data generationCode0
Adversarial Attacks on Spiking Convolutional Neural Networks for Event-based VisionCode0
GraNNite: Enabling High-Performance Execution of Graph Neural Networks on Resource-Constrained Neural Processing UnitsCode0
Hierarchical Neural Memory Network for Low Latency Event ProcessingCode0
Event-Based Crossing Dataset (EBCD)Code0
Event-based Camera Pose Tracking using a Generative Event ModelCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1REDmAP43—Unverified