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 76–100 of 145 papers

TitleStatusHype
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