DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration | Paper Citation Record

Observation 7e211c41-64a5-4dc9-b1f3-2833e16f823f · outbound

This paper cites Learning continuous wasser- stein barycenter space for generalized all-in-one image restoration,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Learning continuous wasser- stein barycenter space for generalized all-in-one image restoration,

Reference 1

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Observation c3f2753d-d3f7-42c3-b542-415db6810cdb · outbound

This paper cites Bio-inspired image restoration,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Bio-inspired image restoration,

Reference 2

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Observation 41500497-43d2-421b-99e7-7b5db27d7e8c · outbound

This paper cites Adaptive dynamic filtering network for image denoising,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Adaptive dynamic filtering network for image denoising,

Reference 3

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Observation bf18280f-2eb4-4526-9600-455efe5ffc43 · outbound

This paper cites Strip- former: Strip transformer for fast image deblurring,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Strip- former: Strip transformer for fast image deblurring,

Reference 4

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Observation 0d5b909b-40b7-4f5e-b0a0-2b489f61fbc8 · outbound

This paper cites Learning a sparse transformer net- work for effective image deraining,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Learning a sparse transformer net- work for effective image deraining,

Reference 5

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Observation bf6b65be-ecf0-4f3c-be9f-64191148def5 · outbound

This paper cites Vision transformers for single image dehazing,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Vision transformers for single image dehazing,

Reference 6

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Observation 5f9fd41a-0965-469e-ab4e-5671ff8507fc · outbound

This paper cites Retinex- former: One-stage retinex-based transformer for low-light image en- hancement,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Retinex- former: One-stage retinex-based transformer for low-light image en- hancement,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation c16d6beb-c5b4-4532-b997-9cd2ce6db4e5 · outbound

This paper cites Image Restoration with Mean-Reverting Stochastic Differential Equations.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Image Restoration with Mean-Reverting Stochastic Differential Equations

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-07-04T00:09:15.053778Z

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Observation e5d21ae0-cfea-44a3-a565-4eabf67e942e · outbound

This paper cites Fourmer: An efficient global modeling paradigm for image restoration,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Fourmer: An efficient global modeling paradigm for image restoration,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation b9b94ebf-6eee-4efa-afec-9efe0bbbd1f4 · outbound

This paper cites Revitalizing convolutional network for image restoration,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Revitalizing convolutional network for image restoration,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation e1c20887-69ef-4abb-84c6-15112989af2f · outbound

This paper cites Mb-taylorformer v2: Improved multi-branch linear transformer expanded by taylor formula for image restoration,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Mb-taylorformer v2: Improved multi-branch linear transformer expanded by taylor formula for image restoration,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation e1d4885b-a356-4874-b467-f4378d459054 · outbound

This paper cites Deep unfolding network for image super-resolution,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Deep unfolding network for image super-resolution,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation 2aeb4b87-ad39-4ff7-aaac-e0a7632bd6b9 · outbound

This paper cites Deep generalized unfolding networks for image restoration,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Deep generalized unfolding networks for image restoration,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation 5c9227ad-d049-4c5d-b7c4-5a532e68d769 · outbound

This paper cites Learning proximal operators: Using denoising networks for regularizing inverse imaging problems,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Learning proximal operators: Using denoising networks for regularizing inverse imaging problems,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation a7270888-2706-4e9a-b576-4388db463e9c · outbound

This paper cites Vision-language gradient descent-driven all-in-one deep unfolding networks,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Vision-language gradient descent-driven all-in-one deep unfolding networks,

Reference 15

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Observation 32a6f342-f689-43c4-8503-75a6009378c0 · outbound

This paper cites Image denoising by sparse 3-d transform-domain collaborative filtering,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Image denoising by sparse 3-d transform-domain collaborative filtering,

Reference 16

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Observation 1a8d2719-c97c-4466-9418-b24ebea80873 · outbound

This paper cites Image deblurring and super-resolution by adaptive sparse domain selection and adaptive regularization,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Image deblurring and super-resolution by adaptive sparse domain selection and adaptive regularization,

Reference 17

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Observation 045a1de6-9d2d-4bc5-9cff-b1dd2a8fe30c · outbound

This paper cites All-in-one image restoration for unknown corruption,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration All-in-one image restoration for unknown corruption,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation 4c299d32-0b82-4006-8148-7c5b58ca7bad · outbound

This paper cites Promp- tir: Prompting for all-in-one image restoration,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Promp- tir: Prompting for all-in-one image restoration,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation b9122932-5e3f-4bf1-8756-7f9105128a73 · outbound

This paper cites Denoising prior driven deep neural network for image restoration,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Denoising prior driven deep neural network for image restoration,

Reference 20

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Observation 49b6aec2-782d-456b-b9fc-de1d923a7941 · outbound

This paper cites Half-quadratic-based iterative minimization for robust sparse representation,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Half-quadratic-based iterative minimization for robust sparse representation,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation bef53aad-8670-4d5b-adec-8051ab89e6b1 · outbound

This paper cites DINOv3.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration DINOv3

Reference 22

Resolution: verified exact; local_arxiv, observed 2026-07-04T00:09:15.057074Z

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Observation fd9da388-c282-4092-9a6c-7e4eda83daa8 · outbound

This paper cites Ingredient-oriented multi-degradation learning for image restoration,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Ingredient-oriented multi-degradation learning for image restoration,

Reference 23

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Observation 8185f1fa-fb96-4bf4-86cc-42b2c1336e29 · outbound

This paper cites Visual-in-visual: A unified and efficient baseline for image restoration,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Visual-in-visual: A unified and efficient baseline for image restoration,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation cbde6024-b696-4b17-adf5-d82b10ed8115 · outbound

This paper cites ProRes: Exploring Degradation-aware Visual Prompt for Universal Image Restoration.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration ProRes: Exploring Degradation-aware Visual Prompt for Universal Image Restoration

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-07-04T00:09:15.063153Z

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Observation e9fbd17c-0492-4833-bb3a-4e71c72e027f · outbound

This paper cites Neural degradation representation learning for all-in-one image restoration,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Neural degradation representation learning for all-in-one image restoration,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation 469aaac0-10c8-49b3-8570-10e35ba53985 · outbound

This paper cites Instructir: High-quality im- age restoration following human instructions,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Instructir: High-quality im- age restoration following human instructions,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation 3b8b8c52-24e2-42e1-be2a-6acc5127fc69 · outbound

This paper cites Uniprocessor: a text- induced unified low-level image processor,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Uniprocessor: a text- induced unified low-level image processor,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation 5878bce0-64d9-48d5-80ca-ef6a164d61d3 · outbound

This paper cites Complexity experts are task-discriminative learners for any image restoration,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Complexity experts are task-discriminative learners for any image restoration,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation 6d67a9b4-4a10-4982-8964-9a987b1679f0 · outbound

This paper cites Controlling Vision-Language Models for Multi-Task Image Restoration.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 30

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T00:09:15.070933Z

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Observation 6a84cfb0-e1f2-4658-8d35-39dd72298ed3 · outbound

This paper cites Multi-task Image Restoration Guided By Robust DINO Features.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Multi-task Image Restoration Guided By Robust DINO Features

Reference 31

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T00:09:15.065173Z

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Observation 9a5bb8c3-302b-4179-9417-a453d758cd60 · outbound

This paper cites Deepsn-net: Deep semi-smooth newton driven network for blind image restoration,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Deepsn-net: Deep semi-smooth newton driven network for blind image restoration,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation dc99d284-2590-4581-b4ac-935b09bf2283 · outbound

This paper cites Learning fast approximations of sparse coding,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Learning fast approximations of sparse coding,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation e682c0f1-2a60-49e0-93bd-b6d28b3cacd2 · outbound

This paper cites A fast iterative shrinkage-thresholding algorithm for linear inverse problems,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration A fast iterative shrinkage-thresholding algorithm for linear inverse problems,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation d759c4e2-7ead-4867-881c-3cd64f13d810 · outbound

This paper cites Distributed optimization and statistical learning via the alternating direction method of multi- pliers,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Distributed optimization and statistical learning via the alternating direction method of multi- pliers,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation a80ee16d-4425-479b-8118-5c1b8881241f · outbound

This paper cites Deep convolutional dictionary learning for image denoising,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Deep convolutional dictionary learning for image denoising,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation 752416ce-81bb-47cf-ada9-c793b7323342 · outbound

This paper cites Desnownet: Context-aware deep network for snow removal,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Desnownet: Context-aware deep network for snow removal,

Reference 37

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation abbc181e-1b28-4d31-b8bc-f3ae1c5944b3 · outbound

This paper cites Jstasr: Joint size and transparency-aware snow removal algorithm based on modified partial convolution and veiling effect removal,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Jstasr: Joint size and transparency-aware snow removal algorithm based on modified partial convolution and veiling effect removal,

Reference 38

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation 8faf0d92-ad5b-45e5-b546-69bfdd7ac1db · outbound

This paper cites All snow removed: Single image desnowing algo- rithm using hierarchical dual-tree complex wavelet representation and contradict channel loss,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration All snow removed: Single image desnowing algo- rithm using hierarchical dual-tree complex wavelet representation and contradict channel loss,

Reference 39

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation 4c8b9435-4275-4a8a-ba9a-1a5dd9e8895c · outbound

This paper cites A database of human seg- mented natural images and its application to evaluating segmentation algorithms and measuring ecological statistics,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration A database of human seg- mented natural images and its application to evaluating segmentation algorithms and measuring ecological statistics,

Reference 40

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation febab120-873e-43e7-a550-14bdc9500643 · outbound

This paper cites Dense-haze: A benchmark for image dehazing with dense-haze and haze-free images,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Dense-haze: A benchmark for image dehazing with dense-haze and haze-free images,

Reference 41

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation 1a1c7fe5-5144-4b5b-a090-b3e8d9078d9c · outbound

This paper cites Nh-haze: An image dehazing benchmark with non-homogeneous hazy and haze-free images,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Nh-haze: An image dehazing benchmark with non-homogeneous hazy and haze-free images,

Reference 42

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation 95cb2747-128c-4453-8c57-76d1400def7b · outbound

This paper cites Sparse gradient regularized deep retinex network for robust low-light image enhance- ment,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Sparse gradient regularized deep retinex network for robust low-light image enhance- ment,

Reference 43

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation 68a392fe-286d-41f2-b4cd-500fb59be74b · outbound

This paper cites Rethinking nighttime image deraining via learnable color space transformation,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Rethinking nighttime image deraining via learnable color space transformation,

Reference 44

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation a1f8fbe2-657a-41ef-a750-88600af029ca · outbound

This paper cites Lednet: Joint low-light enhance- ment and deblurring in the dark,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Lednet: Joint low-light enhance- ment and deblurring in the dark,

Reference 45

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation a492747d-8606-4a07-9c02-830679233ebe · outbound

This paper cites Onerestore: A universal restoration framework for composite degradation,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Onerestore: A universal restoration framework for composite degradation,

Reference 46

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation c9a557c8-6df0-4c5c-8866-8a1e7ddb2f83 · outbound

This paper cites Endouic: Promptable diffusion transformer for unified illumination correction in capsule endoscopy,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Endouic: Promptable diffusion transformer for unified illumination correction in capsule endoscopy,

Reference 47

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation ab32b2c8-378f-43e8-8e5d-314ee8c3eef2 · outbound

This paper cites Single satellite optical imagery dehazing using sar image prior based on conditional generative adversarial networks,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Single satellite optical imagery dehazing using sar image prior based on conditional generative adversarial networks,

Reference 48

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation db93839b-605a-430c-8c17-a092ad0385e9 · outbound

This paper cites Cloud removal advances: A comprehensive review and analysis for optical remote sensing images,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Cloud removal advances: A comprehensive review and analysis for optical remote sensing images,

Reference 49

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation ead8b6e2-cf60-4bc4-92f6-65988a1ff377 · outbound

This paper cites Focal network for image restoration,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Focal network for image restoration,

Reference 50

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation e508a761-462f-44f3-81f9-def292d1a032 · outbound

This paper cites Swinir: Image restoration using swin transformer,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Swinir: Image restoration using swin transformer,

Reference 51

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation 7fc107db-49e4-4ba3-9d04-46ecb8f5d1a4 · outbound

This paper cites Simple baselines for image restoration,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Simple baselines for image restoration,

Reference 52

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation 0d350cf5-40b4-4eb4-ba0e-8dd460c9997e · outbound

This paper cites Restore anything with masks: Leveraging mask image modeling for blind all-in-one image restoration,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Restore anything with masks: Leveraging mask image modeling for blind all-in-one image restoration,

Reference 53

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation 9982f6b2-ddb3-42f6-8870-59b0ee939898 · outbound

This paper cites Selective hourglass mapping for universal image restoration based on diffusion model,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Selective hourglass mapping for universal image restoration based on diffusion model,

Reference 54

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation 3d1a90f3-cb8c-4222-88a6-7afae000c630 · outbound

This paper cites Universal Image Restoration Pre-training via Degradation Classification.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Universal Image Restoration Pre-training via Degradation Classification

Reference 55

Resolution: verified exact; arxiv_id, observed 2026-07-04T00:09:15.059096Z

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Observation e01f72e7-af66-44fb-b6c7-5fe5f45bbfa3 · outbound

This paper cites Degradation-aware fea- ture perturbation for all-in-one image restoration,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Degradation-aware fea- ture perturbation for all-in-one image restoration,

Reference 56

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation 4cece8dc-737d-4d1e-beb8-858a5fc2a30c · outbound

This paper cites Degradation-aware residual- conditioned optimal transport for unified image restoration,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Degradation-aware residual- conditioned optimal transport for unified image restoration,

Reference 57

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Observation e9604152-e4de-4ba3-a2f4-116b16c9e5f4 · outbound

This paper cites Cycle-dehaze: Enhanced cyclegan for single image dehazing,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Cycle-dehaze: Enhanced cyclegan for single image dehazing,

Reference 58

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Observation 4c4f0e2b-3930-4d1a-852b-36d1030d322c · outbound

This paper cites Transweather: Transformer-based restoration of images degraded by adverse weather conditions,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Transweather: Transformer-based restoration of images degraded by adverse weather conditions,

Reference 59

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Observation 20997dfb-99b1-42ef-a995-3025e959f69d · outbound

This paper cites Msp-former: Multi-scale projection transformer for single image desnowing,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Msp-former: Multi-scale projection transformer for single image desnowing,

Reference 60

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Observation 4b12bc4b-1541-498b-acc5-400956134af1 · outbound

This paper cites Mb- taylorformer: Multi-branch efficient transformer expanded by taylor formula for image dehazing,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Mb- taylorformer: Multi-branch efficient transformer expanded by taylor formula for image dehazing,

Reference 61

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Observation 009290f7-ad76-4f1b-bd50-b299700d3652 · outbound

This paper cites Irnext: Rethinking convolutional network design for image restoration,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Irnext: Rethinking convolutional network design for image restoration,

Reference 62

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Observation 13ee3cf8-1834-46dd-a13c-2beef8b60755 · outbound

This paper cites Deep unfolding network for image desnowing with snow shape prior,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Deep unfolding network for image desnowing with snow shape prior,

Reference 63

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Observation ce351229-c3d5-404b-8663-37754dcece73 · outbound

This paper cites Uformer: A general u-shaped transformer for image restoration,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Uformer: A general u-shaped transformer for image restoration,

Reference 64

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Observation 58b76e0a-9906-425c-829a-bf403dd854f8 · outbound

This paper cites Autodir: Automatic all-in-one image restoration with latent diffusion,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Autodir: Automatic all-in-one image restoration with latent diffusion,

Reference 65

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Observation 9a50382a-20ba-4c1f-abd3-084d86a5496c · outbound

This paper cites A comparative study of image restoration networks for general back- bone network design,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration A comparative study of image restoration networks for general back- bone network design,

Reference 66

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Observation e0a272a5-c1a5-414e-9f20-c155cee21329 · outbound

This paper cites Foundir: Unleashing million-scale training data to advance foundation models for image restoration,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Foundir: Unleashing million-scale training data to advance foundation models for image restoration,

Reference 67

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Observation 7a4ac20a-dc5d-4a59-8745-c06a795d5239 · outbound

This paper cites An intelligent agentic system for complex image restoration problems,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration An intelligent agentic system for complex image restoration problems,

Reference 68

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Observation 6eb65dd3-e063-42a5-ad1d-7c94dac7b0a4 · outbound

This paper cites Foundir-v2: Optimizing pre-training data mixtures for image restoration foundation model.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Foundir-v2: Optimizing pre-training data mixtures for image restoration foundation model

Reference 69

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Observation 8744ab41-a9db-45cd-9e70-b9c6b83af876 · outbound

This paper cites From fidelity to perceptual quality: A semi-supervised approach for low-light image en- hancement,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration From fidelity to perceptual quality: A semi-supervised approach for low-light image en- hancement,

Reference 70

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Observation ff8d6c66-902c-4e5d-9898-27a3b41f6101 · outbound

This paper cites Learning enriched features for real image restoration and enhancement,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Learning enriched features for real image restoration and enhancement,

Reference 71

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Observation 96183871-a80f-4213-beb5-619c29c1ba32 · outbound

This paper cites Uretinex- net: Retinex-based deep unfolding network for low-light image en- hancement,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Uretinex- net: Retinex-based deep unfolding network for low-light image en- hancement,

Reference 72

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Observation 705067d1-c83e-43a2-9aa0-515b6fff3c87 · outbound

This paper cites Restormer: Efficient transformer for high-resolution image JOURNAL OF LATEX CLASS FILES, VOL. 14, NO. 8, AUGUST 2021 13 restoration,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Restormer: Efficient transformer for high-resolution image JOURNAL OF LATEX CLASS FILES, VOL. 14, NO. 8, AUGUST 2021 13 restoration,

Reference 73

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation 2a06502e-9993-4da6-b1da-dc452251a8c8 · outbound

This paper cites Retinex- former: One-stage retinex-based transformer for low-light image en- hancement,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Retinex- former: One-stage retinex-based transformer for low-light image en- hancement,

Reference 74

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Observation 8b9f0167-db09-4dc1-b4ff-81f8a3f0d3e7 · outbound

This paper cites Diffir: Efficient diffusion model for image restoration,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Diffir: Efficient diffusion model for image restoration,

Reference 75

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Observation 272a46bd-0f29-422b-90f5-3c6e44d8c736 · outbound

This paper cites Fourllie: Boosting low-light image enhancement by fourier frequency information,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Fourllie: Boosting low-light image enhancement by fourier frequency information,

Reference 76

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Observation fe7451b3-146d-4468-ba77-39ef2cf0ad80 · outbound

This paper cites Fourier priors-guided diffusion for zero-shot joint low-light enhance- ment and deblurring,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Fourier priors-guided diffusion for zero-shot joint low-light enhance- ment and deblurring,

Reference 77

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Observation 4961bab4-6a61-45de-97b1-bf97da522541 · outbound

This paper cites Adapt or perish: Adaptive sparse transformer with attentive feature refinement for image restoration,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Adapt or perish: Adaptive sparse transformer with attentive feature refinement for image restoration,

Reference 78

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Observation 800d2cb3-4898-409d-94af-9663a2c57f33 · outbound

This paper cites Inter- pretable optimization-inspired unfolding network for low-light image enhancement,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Inter- pretable optimization-inspired unfolding network for low-light image enhancement,

Reference 79

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Observation 6abe97b3-95c0-473d-be9f-fc9abe724abb · outbound

This paper cites Progressive image deraining networks: A better and simpler baseline,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Progressive image deraining networks: A better and simpler baseline,

Reference 80

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Observation fac1d074-2399-47a8-a06d-e3c38c038e32 · outbound

This paper cites Kxnet: A model-driven deep neural network for blind super-resolution,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Kxnet: A model-driven deep neural network for blind super-resolution,

Reference 81

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation 9aac6701-7ef4-4ca4-a8a0-0793180b932a · outbound

This paper cites Structure- preserving deraining with residue channel prior guidance,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Structure- preserving deraining with residue channel prior guidance,

Reference 82

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Observation cafcec3a-42b9-4c9a-a71b-c8a424ef18af · outbound

This paper cites Image de-raining transformer,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Image de-raining transformer,

Reference 83

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Observation 9c80b2ba-e57d-49d7-9de9-1636f958c5f2 · outbound

This paper cites Selective frequency network for image restoration,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Selective frequency network for image restoration,

Reference 84

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation 0fe39b03-ef80-49fa-9384-7e8b7a157211 · outbound

This paper cites Learning rain location prior for nighttime deraining,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Learning rain location prior for nighttime deraining,

Reference 85

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation 1c3b22c9-9dd8-477e-a985-07be56af2b8e · outbound

This paper cites Explore Internal and External Similarity for Single Image Deraining with Graph Neural Networks.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Explore Internal and External Similarity for Single Image Deraining with Graph Neural Networks

Reference 86

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Observation 6896454d-dcf3-4146-895f-85bf41331a90 · outbound

This paper cites Bidirectional multi-scale implicit neural representations for image deraining,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Bidirectional multi-scale implicit neural representations for image deraining,

Reference 87

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Observation 6611e6b2-aa73-47e0-b476-b6429226ec61 · outbound

This paper cites Deblurgan-v2: De- blurring (orders-of-magnitude) faster and better,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Deblurgan-v2: De- blurring (orders-of-magnitude) faster and better,

Reference 88

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Observation a51ada4a-28e4-46f6-abeb-1d3624393bf3 · outbound

This paper cites Rethinking coarse-to-fine approach in single image deblurring,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Rethinking coarse-to-fine approach in single image deblurring,

Reference 89

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Observation 4d1d8a3f-8373-4808-bbd4-daaf1c1648fd · outbound

This paper cites Darkir: Robust low-light image restoration,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Darkir: Robust low-light image restoration,

Reference 90

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation 4027517b-0afc-4656-9efd-f5c2f537f59b · outbound

This paper cites Dswinir: Rethinking window-based attention for image restoration,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Dswinir: Rethinking window-based attention for image restoration,

Reference 91

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Observation 90d2a6b9-f24d-4640-9eba-089a6a430437 · outbound

This paper cites Learning weather-general and weather-specific features for image restoration under multiple adverse weather conditions,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Learning weather-general and weather-specific features for image restoration under multiple adverse weather conditions,

Reference 92

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation 5a01989c-cec8-4516-b365-ec2e1f84c163 · outbound

This paper cites Restoring vision in adverse weather conditions with patch-based denoising diffusion models,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Restoring vision in adverse weather conditions with patch-based denoising diffusion models,

Reference 93

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation 563d9917-0ab5-43e4-84b2-5644099af7d8 · outbound

This paper cites Efficient degradation-agnostic image restoration via channel-wise functional decomposition and manifold regularization,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Efficient degradation-agnostic image restoration via channel-wise functional decomposition and manifold regularization,

Reference 94

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation 04023561-08e6-40fa-a1ff-92e70a33dd1b · outbound

This paper cites Ll- caps: Learning to illuminate low-light capsule endoscopy with curved wavelet attention and reverse diffusion,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Ll- caps: Learning to illuminate low-light capsule endoscopy with curved wavelet attention and reverse diffusion,

Reference 95

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Observation bb8718c5-131f-4d4f-be25-a1d174bded6f · outbound

This paper cites Low-light image enhancement with wavelet-based diffusion models,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Low-light image enhancement with wavelet-based diffusion models,

Reference 96

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation e4365fff-71b7-452b-945b-a3c4f67eee7b · outbound

This paper cites Learning to adapt to light: K.-f. yang et al.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Learning to adapt to light: K.-f. yang et al

Reference 97

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation 387ca19d-42f2-4a59-8478-96760d014697 · outbound

This paper cites Lightdiff: Surgical endoscopic image low-light enhancement with t- diffusion,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration Lightdiff: Surgical endoscopic image low-light enhancement with t- diffusion,

Reference 98

Resolution: unresolved; no resolver link, observed 2026-06-26T21:25:58.180818Z

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Observation 467362fb-6718-4fc4-9c19-d69cdc44942b · outbound

This paper cites All-in-one medical image restoration via task-adaptive routing,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration All-in-one medical image restoration via task-adaptive routing,

Reference 99

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Observation a40997ff-e650-47cd-90a7-68943f7a6c91 · outbound

This paper cites En- doir: Degradation-agnostic all-in-one endoscopic image restoration via noise-aware routing diffusion,.

DVANet: Degradation-aware Visual-prior Alignment Network for Image Restoration En- doir: Degradation-agnostic all-in-one endoscopic image restoration via noise-aware routing diffusion,

Reference 100

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