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
Ecsnet: Spatio-temporal feature learning for event cameraCode0
Event-based Camera Pose Tracking using a Generative Event ModelCode0
Event-Based Crossing Dataset (EBCD)Code0
Event-based Vision: A SurveyCode0
Event-based Vision for Early Prediction of Manipulation ActionsCode0
Event Cameras, Contrast Maximization and Reward Functions: An AnalysisCode0
Event TransformerCode0
Focus Is All You Need: Loss Functions For Event-based VisionCode0
GERD: Geometric event response data generationCode0
GraNNite: Enabling High-Performance Execution of Graph Neural Networks on Resource-Constrained Neural Processing UnitsCode0
Hierarchical Neural Memory Network for Low Latency Event ProcessingCode0
Learning from Noise: Enhancing DNNs for Event-Based Vision through Controlled Noise InjectionCode0
On the Generation of a Synthetic Event-Based Vision Dataset for Navigation and LandingCode0
Sensing Diversity and Sparsity Models for Event Generation and Video Reconstruction from EventsCode0
Sneaky Spikes: Uncovering Stealthy Backdoor Attacks in Spiking Neural Networks with Neuromorphic DataCode0
TRIP: Trainable Region-of-Interest Prediction for Hardware-Efficient Neuromorphic Processing on Event-based VisionCode0
Unsupervised Learning of a Hierarchical Spiking Neural Network for Optical Flow Estimation: From Events to Global Motion PerceptionCode0
EVS-assisted Joint Deblurring Rolling-Shutter Correction and Video Frame Interpolation through Sensor Inverse Modeling—0
Event-based Moving Object Detection and Tracking—0
Event-based Monocular Dense Depth Estimation with Recurrent Transformers—0
Exploration of Reinforcement Learning for Event Camera using Car-like Robots—0
Fast Event-based Optical Flow Estimation by Triplet Matching—0
Flow-Based Visual Stream Compression for Event Cameras—0
Accurate and Efficient Event-based Semantic Segmentation Using Adaptive Spiking Encoder-Decoder Network—0
FPGA Implementation of An Event-driven Saliency-based Selective Attention Model—0
Ev-Edge: Efficient Execution of Event-based Vision Algorithms on Commodity Edge Platforms—0
Fully neuromorphic vision and control for autonomous drone flight—0
eStonefish-scenes: A synthetically generated dataset for underwater event-based optical flow prediction tasks—0
Towards Mobile Sensing with Event Cameras on High-agility Resource-constrained Devices: A Survey—0
Enhanced Frame and Event-Based Simulator and Event-Based Video Interpolation Network—0
Towards Real-Time Fast Unmanned Aerial Vehicle Detection Using Dynamic Vision Sensors—0
Graph Neural Network Combining Event Stream and Periodic Aggregation for Low-Latency Event-based Vision—0
Efficient and Low-Footprint Object Classification using Spatial Contrast—0
HALSIE: Hybrid Approach to Learning Segmentation by Simultaneously Exploiting Image and Event Modalities—0
hARMS: A Hardware Acceleration Architecture for Real-Time Event-Based Optical Flow—0
Tracking Particles Ejected From Active Asteroid Bennu With Event-Based Vision—0
High-temporal-resolution event-based vehicle detection and tracking—0
How Asynchronous Events Encode Video—0
Hybrid SNN-ANN: Energy-Efficient Classification and Object Detection for Event-Based Vision—0
Increasing the scalability of graph convolution for FPGA-implemented event-based vision—0
Learning Collective Dynamics of Multi-Agent Systems using Event-based Vision—0
Training Deep Spiking Neural Networks using Backpropagation—0
Learning to Detect Objects with a 1 Megapixel Event Camera—0
Maximizing Asynchronicity in Event-based Neural Networks—0
Deep Event Stereo Leveraged by Event-to-Image Translation—0
Low-Latency Scalable Streaming for Event-Based Vision—0
DART: Distribution Aware Retinal Transform for Event-based Cameras—0
MEVDT: Multi-Modal Event-Based Vehicle Detection and Tracking Dataset—0
Coupled Video Frame Interpolation and Encoding with Hybrid Event Cameras for Low-Power High-Framerate Video—0
CED: Color Event Camera Dataset—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1REDmAP43—Unverified