RNE Net: Regional noise excitation network for low-light image enhancement

Making a “completely blind” image quality analyzer

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Getting to know low-light images with the exclusively dark dataset

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LLDiffusion: learning degradation representations in diffusion models for low-light image enhancement

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Low-light image enhancement via breaking down the darkness

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Beyond brightening low-light images

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R2RNet: low-light image enhancement via real-low to real-normal network

10.1016/j.jvcir.2022.103712 · doi-reference

Sparse gradient regularized deep retinex network for robust low-light image enhancement

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Image quality assessment: from error visibility to structural similarity

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Scope of validity of PSNR in image/video quality assessment

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Variational positive-incentive noise: how noise benefits models

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Positive-incentive noise

10.1109/tnnls.2022.3224577 · doi-reference

Optimizing a 4D lookup table for low-light video enhancement via wavelet priori

10.1109/tmm.2026.3651020 · doi-reference

KAN see in the dark

10.1109/lsp.2025.3540700 · doi-reference

Diff-retinex++: retinex-driven reinforced diffusion model for low-light image enhancement

10.1109/tpami.2025.3563612 · doi-reference

Multi-scale long-and short-range structure aggregation learning for low-illumination remote sensing imagery enhancement

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Low-light image enhancement via clip-Fourier guided wavelet diffusion

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TANet: transmission and atmospheric light driven enhancement of underwater images

10.1016/j.eswa.2023.122693 · doi-reference

ILENet: illumination-modulated laplacian-pyramid enhancement network for low-light object detection

10.1016/j.eswa.2025.126504 · doi-reference

Low-illumination image enhancement using local gradient relative deviation for retinex models

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Structure-revealing low-light image enhancement via robust retinex model

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A retinex-based variational model for enhancement and restoration of low-contrast remote-sensed images corrupted by shot noise

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Enhancement of low visibility aerial images using histogram truncation and an explicit retinex representation for balancing contrast and color consistency

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Low illumination color image enhancement based on gabor filtering and retinex theory

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Hazelightformer: joint transformer model for image dehazing and low-light restoration

10.1016/j.optlastec.2025.114175 · doi-reference

Multi-frequency feature collaborative network for low-light image enhancement

10.1016/j.optlastec.2025.114510 · doi-reference

Learning to enhance low-light image via zero-reference deep curve estimation

10.1109/tits.2020.3042973 · doi-reference

Exposure difference network for low-light image enhancement

10.1016/j.patcog.2024.110796 · doi-reference

SIANet: self-calibrating iterative attention network for low-light image enhancement

10.1016/j.optlastec.2026.115048 · doi-reference

Multi-stage progressive change detection on high resolution remote sensing imagery

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