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20212025
most citedDeep Learning for Event-based Vision: A Comprehensive Survey and Benchmarks

40 citations · 71 across the 14 of their papers we have counts for

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10 papers · 1 filter

cs.CV2025

Sage Deer: A Super-Aligned Driving Generalist Is Your Copilot

Hao Lu, Jiaqi Tang, Jiyao Wang +14

The intelligent driving cockpit, an important part of intelligent driving, needs to match different users' comfort, interaction, and safety needs. This paper aims to build a Super-…

cs.CV2024

EvLight++: Low-Light Video Enhancement with an Event Camera: A Large-Scale Real-World Dataset, Novel Method, and More

Kanghao Chen, Guoqiang Liang, Hangyu Li +2

Event cameras offer significant advantages for low-light video enhancement, primarily due to their high dynamic range. Current research, however, is severely limited by the absence…

cs.CV2024

Revisit Event Generation Model: Self-Supervised Learning of Event-to-Video Reconstruction with Implicit Neural Representations

Zipeng Wang, Yunfan Lu, Lin Wang

Reconstructing intensity frames from event data while maintaining high temporal resolution and dynamic range is crucial for bridging the gap between event-based and frame-based com…

cs.CV2024

Towards Robust Event-guided Low-Light Image Enhancement: A Large-Scale Real-World Event-Image Dataset and Novel Approach

Guoqiang Liang, Kanghao Chen, Hangyu Li +2

Event camera has recently received much attention for low-light image enhancement (LIE) thanks to their distinct advantages, such as high dynamic range. However, current research i…

cs.CV2023★ 1 cited

Self-supervised Learning of Event-guided Video Frame Interpolation for Rolling Shutter Frames

Yunfan Lu, Guoqiang Liang, Yiran Shen +1

Most consumer cameras use rolling shutter (RS) exposure, which often leads to distortions such as skew and jelly effects. These videos are further limited by bandwidth and frame ra…

cs.CV2023★ 1 cited

UniINR: Event-guided Unified Rolling Shutter Correction, Deblurring, and Interpolation

Yunfan LU, Guoqiang Liang, Yusheng Wang +2

Video frames captured by rolling shutter (RS) cameras during fast camera movement frequently exhibit RS distortion and blur simultaneously. Naturally, recovering high-frame-rate gl…