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 1–25 of 145 papers

TitleStatusHype
Egocentric Event-Based Vision for Ping Pong Ball Trajectory PredictionCode1
Event-Priori-Based Vision-Language Model for Efficient Visual Understanding—0
EV-Flying: an Event-based Dataset for In-The-Wild Recognition of Flying Objects—0
Learning from Noise: Enhancing DNNs for Event-Based Vision through Controlled Noise InjectionCode0
V2V: Scaling Event-Based Vision through Efficient Video-to-Voxel SimulationCode1
Dynamic Graph Induced Contour-aware Heat Conduction Network for Event-based Object DetectionCode2
eStonefish-scenes: A synthetically generated dataset for underwater event-based optical flow prediction tasks—0
Maximizing Asynchronicity in Event-based Neural Networks—0
MTevent: A Multi-Task Event Camera Dataset for 6D Pose Estimation and Moving Object DetectionCode0
RGB-Event Fusion with Self-Attention for Collision PredictionCode1
Quantitative evaluation of brain-inspired vision sensors in high-speed robotic perception—0
NTIRE 2025 Challenge on Event-Based Image Deblurring: Methods and ResultsCode1
Towards Low-Latency Event-based Obstacle Avoidance on a FPGA-DroneCode1
Towards Mobile Sensing with Event Cameras on High-agility Resource-constrained Devices: A Survey—0
Coupled Video Frame Interpolation and Encoding with Hybrid Event Cameras for Low-Power High-Framerate Video—0
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
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1REDmAP43—Unverified