BUPTMMLab

Exposure Correction

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From Abyssal Darkness to Blinding Glare: A Benchmark on Extreme Exposure Correction in Real World
ICCV

From Abyssal Darkness to Blinding Glare: A Benchmark on Extreme Exposure Correction in Real World

This paper introduces Real-world Extreme Exposure Dataset (REED) to improve extreme exposure correction in real world scenarios. The method is based on burst capturing with a range of exposures and accurate SIFT-based image alignment. The paper also introduces a method (CLIER) for extreme exposure correction based on luminance normalization, semantic awareness, diffusion, and iterative refinement. The experiments validate the efficacy of the proposed method.

Learning Exposure Correction in Dynamic Scenes
ACM Multimedia Oral

Learning Exposure Correction in Dynamic Scenes

This paper constructs the first real-world paired video dataset DIME, including both underexposure and overexposure dynamic scenes, and proposes an end-to-end video exposure correction network, in which a dual-stream module is designed to deal with both underexposure and overexposure factors.

Region-Aware Exposure Consistency Network for Mixed Exposure Correction
AAAI

Region-Aware Exposure Consistency Network for Mixed Exposure Correction

An effective Region-aware Exposure Correction Network (RECNet) is introduced that can handle mixed exposure by adaptively learning and bridging different regional exposure representations and an exposure contrastive regularization strategy under the constraints of intra-regional exposure consistency and inter-regional exposure continuity is proposed.


Recent Publications

From Abyssal Darkness to Blinding Glare: A Benchmark on Extreme Exposure Correction in Real World

From Abyssal Darkness to Blinding Glare: A Benchmark on Extreme Exposure Correction in Real World

Jun 26, 2025

This paper introduces Real-world Extreme Exposure Dataset (REED) to improve extreme exposure...
exposure correction iccv feature
Learning Exposure Correction in Dynamic Scenes

Learning Exposure Correction in Dynamic Scenes

Oct 28, 2024

This paper constructs the first real-world paired video dataset DIME, including both underexposure...
exposure correction acm multimedia feature
Region-Aware Exposure Consistency Network for Mixed Exposure Correction

Region-Aware Exposure Consistency Network for Mixed Exposure Correction

Feb 28, 2024

An effective Region-aware Exposure Correction Network (RECNet) is introduced that can handle mixed...
exposure correction aaai
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