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 1–50 of 145 papers

TitleStatusHype
EvTexture: Event-driven Texture Enhancement for Video Super-ResolutionCode5
Recent Event Camera Innovations: A SurveyCode3
State Space Models for Event CamerasCode3
Dynamic Graph Induced Contour-aware Heat Conduction Network for Event-based Object DetectionCode2
Recurrent Vision Transformers for Object Detection with Event CamerasCode2
Egocentric Event-Based Vision for Ping Pong Ball Trajectory PredictionCode1
V2V: Scaling Event-Based Vision through Efficient Video-to-Voxel SimulationCode1
RGB-Event Fusion with Self-Attention for Collision PredictionCode1
NTIRE 2025 Challenge on Event-Based Image Deblurring: Methods and ResultsCode1
Towards Low-Latency Event-based Obstacle Avoidance on a FPGA-DroneCode1
EvRepSL: Event-Stream Representation via Self-Supervised Learning for Event-Based VisionCode1
EvRT-DETR: Latent Space Adaptation of Image Detectors for Event-based VisionCode1
GS-EVT: Cross-Modal Event Camera Tracking based on Gaussian SplattingCode1
On the Benefits of Visual Stabilization for Frame- and Event-based PerceptionCode1
DemosaicFormer: Coarse-to-Fine Demosaicing Network for HybridEVS CameraCode1
SEVD: Synthetic Event-based Vision Dataset for Ego and Fixed Traffic PerceptionCode1
Detecting Every Object from EventsCode1
LEOD: Label-Efficient Object Detection for Event CamerasCode1
Adaptive Calibration: A Unified Conversion Framework of Spiking Neural NetworksCode1
Event-based Background-Oriented SchlierenCode1
GET: Group Event Transformer for Event-Based VisionCode1
Person Re-Identification without Identification via Event AnonymizationCode1
EVREAL: Towards a Comprehensive Benchmark and Analysis Suite for Event-based Video ReconstructionCode1
From Chaos Comes Order: Ordering Event Representations for Object Recognition and DetectionCode1
Deep Learning for Event-based Vision: A Comprehensive Survey and BenchmarksCode1
Adaptive Global Decay Process for Event CamerasCode1
Masked Event Modeling: Self-Supervised Pretraining for Event CamerasCode1
A Fast Geometric Regularizer to Mitigate Event Collapse in the Contrast Maximization FrameworkCode1
Secrets of Event-Based Optical FlowCode1
Event Collapse in Contrast Maximization FrameworksCode1
Fusing Event-based and RGB camera for Robust Object Detection in Adverse ConditionsCode1
Ev-TTA: Test-Time Adaptation for Event-Based Object RecognitionCode1
E2(GO)MOTION: Motion Augmented Event Stream for Egocentric Action RecognitionCode1
E^2(GO)MOTION: Motion Augmented Event Stream for Egocentric Action RecognitionCode1
Optical Flow Estimation for Spiking CameraCode1
Moving Object Detection for Event-based vision using Graph Spectral ClusteringCode1
Bridging the Gap between Events and Frames through Unsupervised Domain AdaptationCode1
Moving Object Detection for Event-based Vision using k-means ClusteringCode1
Lifting Monocular Events to 3D Human PosesCode1
Entropy Minimisation Framework for Event-based Vision Model EstimationCode1
A Large Scale Event-based Detection Dataset for AutomotiveCode1
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
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
Quantitative evaluation of brain-inspired vision sensors in high-speed robotic perception—0
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
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1REDmAP43—Unverified