Event-Based Video Reconstruction
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Benchmarks
Event-Camera Dataset
Most implemented
HyperE2VID: Improving Event-Based Video Reconstruction via Hypernetworks
EVREAL: Towards a Comprehensive Benchmark and Analysis Suite for Event-based Video Reconstruction
Event-Based Video Reconstruction Using Transformer
An Asynchronous Kalman Filter for Hybrid Event Cameras
Reducing the Sim-to-Real Gap for Event Cameras
Papers
LongE2V: Long-Horizon Event-based Video Reconstruction, Prediction, and Frame Interpolation with Video Diffusion Models
Recovering high-quality video from sparse event streams is a challenging task. Regression methods often blur textures, while existing generative models struggle with long-term stability. We propose LongE2V, a novel appro…
Event-Based Video ReconstructionZero-shot GeneralizationIE2Video: Adapting Pretrained Diffusion Models for Event-Based Video Reconstruction
Continuous video monitoring in surveillance, robotics, and wearable systems faces a fundamental power constraint: conventional RGB cameras consume substantial energy through fixed-rate capture. Event cameras offer sparse…
Event-Based Video ReconstructionEventMamba: Enhancing Spatio-Temporal Locality with State Space Models for Event-Based Video Reconstruction
Leveraging its robust linear global modeling capability, Mamba has notably excelled in computer vision. Despite its success, existing Mamba-based vision models have overlooked the nuances of event-driven tasks, especiall…
Event-Based Video ReconstructionMambaState Space ModelsVideo ReconstructionUnified Reconstruction of Static and Dynamic Scenes from Events
This paper addresses the challenge that current event-based video reconstruction methods cannot produce static background information. Recent research has uncovered the potential of event cameras in capturing static …
Event-Based Video ReconstructionVideo ReconstructionGradient events: improved acquisition of visual information in event cameras
The current event cameras are bio-inspired sensors that respond to brightness changes in the scene asynchronously and independently for every pixel, and transmit these changes as ternary event streams. Event cameras have…
Event-Based Video ReconstructionVideo ReconstructionTemporal Residual Guided Diffusion Framework for Event-Driven Video Reconstruction
Event-based video reconstruction has garnered increasing attention due to its advantages, such as high dynamic range and rapid motion capture capabilities. However, current methods often prioritize the extraction of temp…
DenoisingEvent-Based Video ReconstructionVideo Reconstruction