Visual-Instructed Degradation Diffusion for All-in-One Image Restoration | Paper Citation Record

Observation 2cdbb313-d1a4-4352-8d0f-49cf2e45a710 · outbound

This paper cites A high-quality denoising dataset for smartphone cameras.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration A high-quality denoising dataset for smartphone cameras

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.193702Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d077025e-71b7-4234-b5f0-17505ef71991 · outbound

This paper cites Defocus de- blurring using dual-pixel data.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Defocus de- blurring using dual-pixel data

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.200163Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00920f66-0e2e-42a4-b489-5cfcce86e5ee · outbound

This paper cites Ntire 2017 challenge on single image super-resolution: Dataset and study.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Ntire 2017 challenge on single image super-resolution: Dataset and study

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.205794Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20013b16-1f9d-4cfd-b7eb-845b58ab5a2e · outbound

This paper cites Multimodal prompt perceiver: Empower adap- tiveness generalizability and fidelity for all-in-one image restoration.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Multimodal prompt perceiver: Empower adap- tiveness generalizability and fidelity for all-in-one image restoration

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.211884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dddd8b9b-181f-4df4-a1a1-1096156c463e · outbound

This paper cites Flamingo: a visual language model for few-shot learning.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Flamingo: a visual language model for few-shot learning

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.217315Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5d6663c-3d92-45fb-ab8e-a2db4064db25 · outbound

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

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Dense-haze: A benchmark for image dehazing with dense-haze and haze-free images

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.223175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eba73aab-a05d-495b-b31d-6110d5ef2d60 · outbound

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

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Nh-haze: An image dehazing benchmark with non- homogeneous hazy and haze-free images

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.231226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d218bded-6bb5-4a7c-85c1-4eabb03a313a · outbound

This paper cites Real image denoising with feature attention.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Real image denoising with feature attention

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.237666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56c9faa1-ff40-451b-bb34-2438feef62b0 · outbound

This paper cites Self-guided image dehazing using progressive feature fu- sion.IEEE Transactions on Image Processing, 31:1217– 1229, 2022.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Self-guided image dehazing using progressive feature fu- sion.IEEE Transactions on Image Processing, 31:1217– 1229, 2022

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.243282Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cdd65822-919a-47df-94d6-6ff94892c3fa · outbound

This paper cites Visual prompting via image inpaint- ing.Advances in Neural Information Processing Systems, 35:25005–25017, 2022.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Visual prompting via image inpaint- ing.Advances in Neural Information Processing Systems, 35:25005–25017, 2022

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.248897Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f180ba8-41b8-415d-9bb4-1237669597ea · outbound

This paper cites Estimating or Propagating Gradients Through Stochastic Neurons for Conditional Computation.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Estimating or Propagating Gradients Through Stochastic Neurons for Conditional Computation

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.255956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f0fc2c8-acf9-40d5-917d-9bc3fafd3bc2 · outbound

This paper cites In- structpix2pix: Learning to follow image editing instruc- tions.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration In- structpix2pix: Learning to follow image editing instruc- tions

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.265606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6980e63f-d444-4b07-9f4e-572323a3dc18 · outbound

This paper cites Lion: Empowering multimodal large language model with dual-level visual knowledge.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Lion: Empowering multimodal large language model with dual-level visual knowledge

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.270750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1fe19a31-ca66-4d6c-a09a-6ff76f6c7777 · outbound

This paper cites Pre-trained image processing transformer.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Pre-trained image processing transformer

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.276115Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f40b222-4654-41ce-aa10-076a51e2a793 · outbound

This paper cites Simple baselines for image restoration.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Simple baselines for image restoration

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.281145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3f4e674-423e-4da4-85e7-69e6e24c0012 · outbound

This paper cites Sparse sampling transformer with uncertainty-driven ranking for unified removal of raindrops and rain streaks.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Sparse sampling transformer with uncertainty-driven ranking for unified removal of raindrops and rain streaks

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.286772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55fa3ad3-eb2c-44ea-930f-c02051d77876 · outbound

This paper cites Learning a sparse transformer network for effective image deraining.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Learning a sparse transformer network for effective image deraining

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.292219Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b8277de-420f-4292-a4ba-2c94de493426 · outbound

This paper cites Rethinking coarse-to-fine ap- proach in single image deblurring.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Rethinking coarse-to-fine ap- proach in single image deblurring

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.297367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04b184d8-523d-4a7a-941d-93828a61634b · outbound

This paper cites InstructIR: High-Quality Image Restoration Following Human Instructions.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration InstructIR: High-Quality Image Restoration Following Human Instructions

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.302267Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f21b31fd-a2f4-432d-90bf-ecb4dfc0b873 · outbound

This paper cites DiffEdit: Diffusion-based semantic image editing with mask guidance.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration DiffEdit: Diffusion-based semantic image editing with mask guidance

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.307364Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21d98242-5e63-44ca-9585-31d7a0c7d356 · outbound

This paper cites Focal network for image restoration.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Focal network for image restoration

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.312939Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee21f129-e02f-4f12-91c7-f108f65ce229 · outbound

This paper cites Diffusion models beat gans on image synthesis.Advances in neural informa- tion processing systems, 34:8780–8794, 2021.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Diffusion models beat gans on image synthesis.Advances in neural informa- tion processing systems, 34:8780–8794, 2021

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.318362Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dce70b99-1462-486f-9da7-177ba6febbce · outbound

This paper cites Restoration by generation with constrained priors.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Restoration by generation with constrained priors

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.324356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13775838-e87a-4b24-9df5-d30c53264799 · outbound

This paper cites A dataset to evaluate underwater image restoration methods.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration A dataset to evaluate underwater image restoration methods

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.329987Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0aff1f6d-1c6e-4fb0-893b-7f2f329f49ed · outbound

This paper cites Quantization guided jpeg artifact correction.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Quantization guided jpeg artifact correction

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.334926Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86ee782c-3a1c-46c9-b370-c979443c5bbe · outbound

This paper cites TE42.https://www.image- engineering.de/products/charts/all/425- te42, 2024.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration TE42.https://www.image- engineering.de/products/charts/all/425- te42, 2024

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.340674Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79359825-9d11-4e5a-ac53-c2b75cdb0dac · outbound

This paper cites Taming transformers for high-resolution image synthesis.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Taming transformers for high-resolution image synthesis

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.346124Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40107279-85b5-41f2-9487-1c965e7cbf74 · outbound

This paper cites A robust non-blind deblurring method using deep de- noiser prior.2022 IEEE/CVF Conference on Computer Vi- sion and Pattern Recognition Workshops (CVPRW), pages 734–743, 2022.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration A robust non-blind deblurring method using deep de- noiser prior.2022 IEEE/CVF Conference on Computer Vi- sion and Pattern Recognition Workshops (CVPRW), pages 734–743, 2022

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.351692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c89505a9-a56e-4f8b-a316-6488a1c3766e · outbound

This paper cites Layoutgpt: Compositional vi- sual planning and generation with large language models.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Layoutgpt: Compositional vi- sual planning and generation with large language models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.356578Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 185e2b4f-d681-4fc2-96f1-40439945a380 · outbound

This paper cites Removing rain from single images via a deep detail network.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Removing rain from single images via a deep detail network

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.362204Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b35d42f6-881a-425e-8dee-4a33f2804ca9 · outbound

This paper cites Image dehazing transformer with transmission-aware 3d position embedding.2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), pages 5802–5810, 2022.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Image dehazing transformer with transmission-aware 3d position embedding.2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), pages 5802–5810, 2022

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.367560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cde9dabf-8b6f-4840-b3c6-73edcd6be2f8 · outbound

This paper cites Image dehazing transformer with transmission-aware 3d position embedding.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Image dehazing transformer with transmission-aware 3d position embedding

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.372752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2d3e300-d6ce-4dc8-ad7e-9a4a9282a4d2 · outbound

This paper cites From sky to the ground: A large-scale bench- mark and simple baseline towards real rain removal.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration From sky to the ground: A large-scale bench- mark and simple baseline towards real rain removal

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.378353Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29ae380d-a163-4f30-a653-771d7974fd99 · outbound

This paper cites OneRestore: A Universal Restoration Framework for Composite Degradation.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration OneRestore: A Universal Restoration Framework for Composite Degradation

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.384040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60eb2600-b8bf-4594-b561-48eeaf55f7f7 · outbound

This paper cites Gans trained by a two time-scale update rule converge to a local nash equi- librium.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Gans trained by a two time-scale update rule converge to a local nash equi- librium

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.389544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 857624ae-af75-487a-843b-1277523120c8 · outbound

This paper cites Denoising dif- fusion probabilistic models.Advances in neural informa- tion processing systems, 33:6840–6851, 2020.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Denoising dif- fusion probabilistic models.Advances in neural informa- tion processing systems, 33:6840–6851, 2020

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.394854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98ad3d04-1c05-469f-9bc1-b0664b65fc55 · outbound

This paper cites Memory uncer- tainty learning for real-world single image deraining.IEEE Transactions on Pattern Analysis and Machine Intelligence, 45(3):3446–3460, 2022.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Memory uncer- tainty learning for real-world single image deraining.IEEE Transactions on Pattern Analysis and Machine Intelligence, 45(3):3446–3460, 2022

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.399643Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd750385-7b95-49d9-a6fd-7a15e3afb430 · outbound

This paper cites Composer: Creative and Controllable Image Synthesis with Composable Conditions.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Composer: Creative and Controllable Image Synthesis with Composable Conditions

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.405399Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 580e7c4a-548c-441c-bb68-fe760fc94f3e · outbound

This paper cites Fast un- derwater image enhancement for improved visual percep- tion.IEEE Robotics and Automation Letters, 5(2):3227– 3234, 2020.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Fast un- derwater image enhancement for improved visual percep- tion.IEEE Robotics and Automation Letters, 5(2):3227– 3234, 2020

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.411949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60edcefa-76dd-4600-960b-0fd640a9ebc1 · outbound

This paper cites Image-to-image translation with conditional adver- sarial networks.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Image-to-image translation with conditional adver- sarial networks

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.417240Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 381aa674-ca97-4452-a733-373e606843d0 · outbound

This paper cites Towards flex- ible blind jpeg artifacts removal.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Towards flex- ible blind jpeg artifacts removal

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.422411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41cf43b9-1543-4c86-b9fe-4de828d4415f · outbound

This paper cites Multi-scale progressive fusion network for single image deraining.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Multi-scale progressive fusion network for single image deraining

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.428088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3f281af-7bbb-4b1e-9fb7-3342d6d7bd5b · outbound

This paper cites AutoDIR: Automatic All-in-One Image Restoration with Latent Diffusion.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration AutoDIR: Automatic All-in-One Image Restoration with Latent Diffusion

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.434161Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6faff17a-59b4-44a1-ba4e-d17bba02d453 · outbound

This paper cites Li, Chunle Guo, Zhi Chai, and Chongyi Li.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Li, Chunle Guo, Zhi Chai, and Chongyi Li

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.440808Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0782afbf-035b-449f-887c-648695a85632 · outbound

This paper cites Denoising diffusion restoration models.Advances in Neural Information Processing Systems, 35:23593–23606,.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Denoising diffusion restoration models.Advances in Neural Information Processing Systems, 35:23593–23606,

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.445263Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc93b5c3-c74f-4f9a-9e86-58d24b0fb8ab · outbound

This paper cites Variational diffusion models.Advances in neural in- formation processing systems, 34:21696–21707, 2021.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Variational diffusion models.Advances in neural in- formation processing systems, 34:21696–21707, 2021

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.451405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee2c7194-5daa-4dee-937c-33e74a063d82 · outbound

This paper cites Auto-Encoding Variational Bayes.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Auto-Encoding Variational Bayes

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.457113Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87b26ca6-f480-4066-8dc1-eb442f59f1b6 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Adam: A Method for Stochastic Optimization

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.462898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01977bfe-ecae-4727-9bff-dbc346349e9a · outbound

This paper cites Benchmark- ing single-image dehazing and beyond.IEEE Transactions on Image Processing, 28(1):492–505, 2018.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Benchmark- ing single-image dehazing and beyond.IEEE Transactions on Image Processing, 28(1):492–505, 2018

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.468961Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6966b0f6-daeb-4b21-9cdf-62b4e95c5b85 · outbound

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

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration All-in-one image restoration for unknown corruption

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.474727Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05686bf1-a07e-45b7-8a0f-d46c1def52b1 · outbound

This paper cites PromptCIR: Blind Compressed Image Restoration with Prompt Learning.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration PromptCIR: Blind Compressed Image Restoration with Prompt Learning

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.480385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a1b90176-de27-40a8-8786-908f396fccf9 · outbound

This paper cites Embedding Fourier for Ultra-High-Definition Low-Light Image Enhancement.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Embedding Fourier for Ultra-High-Definition Low-Light Image Enhancement

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.485787Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7cf55cf2-e741-45b9-b5f2-afe801086905 · outbound

This paper cites Learning degradation representations for image deblurring.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Learning degradation representations for image deblurring

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.491735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0098b644-7910-41bb-8d14-08402fe8e101 · outbound

This paper cites Heavy rain image restoration: Integrating physics model and conditional adversarial learning.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Heavy rain image restoration: Integrating physics model and conditional adversarial learning

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.497509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57a11e40-09bf-4dc1-bccc-4e5397852cec · outbound

This paper cites Gligen: Open-set grounded text-to-image generation.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Gligen: Open-set grounded text-to-image generation

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.502411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11c95f3c-01bd-43ca-ac31-4093da1d7e9c · outbound

This paper cites LLM-grounded Diffusion: Enhancing Prompt Understanding of Text-to-Image Diffusion Models with Large Language Models.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration LLM-grounded Diffusion: Enhancing Prompt Understanding of Text-to-Image Diffusion Models with Large Language Models

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.507222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3bb3765-f46d-413f-abb7-2bd13f103188 · outbound

This paper cites Swinir: Image restoration using swin transformer.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Swinir: Image restoration using swin transformer

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.512404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54d458c5-2afe-4afe-89b0-65acde517d2b · outbound

This paper cites Drt: A lightweight single image deraining recursive transformer.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Drt: A lightweight single image deraining recursive transformer

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.517518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bdcdef90-2f73-459a-b4b6-4048731faf98 · outbound

This paper cites DiffBIR: Towards Blind Image Restoration with Generative Diffusion Prior.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration DiffBIR: Towards Blind Image Restoration with Generative Diffusion Prior

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.521911Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db06d577-0b87-4ba4-bd20-b315b1465afb · outbound

This paper cites Unsupervised image denoising in real-world scenarios via self-collaboration parallel generative adversarial branches.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Unsupervised image denoising in real-world scenarios via self-collaboration parallel generative adversarial branches

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.526727Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80088652-7e27-465f-b06b-31d479111a49 · outbound

This paper cites Visual instruction tuning.Advances in neural infor- mation processing systems, 36, 2024.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Visual instruction tuning.Advances in neural infor- mation processing systems, 36, 2024

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.532006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26c37d00-9319-488e-bb1e-3d25838312bc · outbound

This paper cites Structure matters: Tackling the semantic dis- crepancy in diffusion models for image inpainting.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Structure matters: Tackling the semantic dis- crepancy in diffusion models for image inpainting

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.537044Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a11c9c8-742c-46a0-a1ec-502469a78131 · outbound

This paper cites Residual denoising diffu- sion models.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Residual denoising diffu- sion models

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.542443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff3564d8-114c-48e6-b133-fac73a10ee51 · outbound

This paper cites Griddehazenet: Attention-based multi-scale network for image dehazing.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Griddehazenet: Attention-based multi-scale network for image dehazing

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.548364Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a79d2ccd-62f8-4725-9289-c148e8f4a464 · outbound

This paper cites Diff-plugin: Revitalizing details for diffusion-based low-level tasks.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Diff-plugin: Revitalizing details for diffusion-based low-level tasks

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.555527Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2d0b0bf-57ad-4c9a-a0a3-6544d27a14e4 · outbound

This paper cites Mmbench: Is your multi- modal model an all-around player? InEuropean Confer- ence on Computer Vision, pages 216–233.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Mmbench: Is your multi- modal model an all-around player? InEuropean Confer- ence on Computer Vision, pages 216–233

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.561892Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3ab8e54-ca76-489a-8534-082d058be078 · outbound

This paper cites Desnownet: Context-aware deep network for snow removal.IEEE Transactions on Image Processing, 27(6): 3064–3073, 2018.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Desnownet: Context-aware deep network for snow removal.IEEE Transactions on Image Processing, 27(6): 3064–3073, 2018

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.566589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc00f14f-8184-4dc8-be63-6fa03205aaf8 · outbound

This paper cites Decoupled Weight Decay Regularization.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Decoupled Weight Decay Regularization

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.572172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52257f74-9763-4a39-8c57-9e6e00875b7f · outbound

This paper cites SGDR: Stochastic Gradient Descent with Warm Restarts.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration SGDR: Stochastic Gradient Descent with Warm Restarts

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.577403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b075841c-a841-41f4-8a12-73e79e8ed746 · outbound

This paper cites Dpm-solver: A fast ode solver for diffusion probabilistic model sampling in around 10 steps.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Dpm-solver: A fast ode solver for diffusion probabilistic model sampling in around 10 steps

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.582533Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7395570e-3065-49ed-88ca-76101b24b71e · outbound

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

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.588082Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5b5427a-3140-4035-9fc3-1d233f0d13fa · outbound

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

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Image Restoration with Mean-Reverting Stochastic Differential Equations

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.593454Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85f43c21-0aa4-4603-b4b8-9d61a197582f · outbound

This paper cites Refusion: Enabling large- size realistic image restoration with latent-space diffusion models.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Refusion: Enabling large- size realistic image restoration with latent-space diffusion models

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.598349Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d56349ad-67d2-4127-9043-adc550ce2606 · outbound

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

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration ProRes: Exploring Degradation-aware Visual Prompt for Universal Image Restoration

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.603306Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6be02548-0d1f-489d-aeed-2fe01ef9eb7e · outbound

This paper cites Waterloo exploration database: New challenges for image quality as- sessment models.IEEE Transactions on Image Processing, 26(2):1004–1016, 2016.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Waterloo exploration database: New challenges for image quality as- sessment models.IEEE Transactions on Image Processing, 26(2):1004–1016, 2016

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.608932Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dfa0232a-860d-4558-973f-58521d68d1b7 · outbound

This paper cites Sen- sitivity decouple learning for image compression artifacts reduction.IEEE Transactions on Image Processing, 2024.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Sen- sitivity decouple learning for image compression artifacts reduction.IEEE Transactions on Image Processing, 2024

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.614635Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac7458fe-3ec4-4e3b-822c-e48ea568c25e · outbound

This paper cites No-reference image quality assessment in the spatial domain.IEEE Transactions on image processing, 21(12): 4695–4708, 2012.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration No-reference image quality assessment in the spatial domain.IEEE Transactions on image processing, 21(12): 4695–4708, 2012

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.619447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa0cff07-9a92-4a00-b34f-d154780a667d · outbound

This paper cites completely blind.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration completely blind

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.624676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 676decf5-50f5-499b-84d5-6cb7a94c0336 · outbound

This paper cites DetailCLIP: Detail-Oriented CLIP for Fine-Grained Tasks.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration DetailCLIP: Detail-Oriented CLIP for Fine-Grained Tasks

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.629371Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f26db4c7-f0e0-4964-b35f-d78315f3eb8a · outbound

This paper cites T2i-adapter: Learn- ing adapters to dig out more controllable ability for text-to- image diffusion models.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration T2i-adapter: Learn- ing adapters to dig out more controllable ability for text-to- image diffusion models

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.635367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d7af75d-6af6-4b07-8145-912160b26adb · outbound

This paper cites Deep multi-scale convolutional neural network for dynamic scene deblurring.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Deep multi-scale convolutional neural network for dynamic scene deblurring

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.640213Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0793605-d937-4e5a-a103-23c8410bd7a5 · outbound

This paper cites Visual instruction inversion: Image editing via im- age prompting.Advances in Neural Information Processing Systems, 36, 2024.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Visual instruction inversion: Image editing via im- age prompting.Advances in Neural Information Processing Systems, 36, 2024

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.646360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da1bc9b0-5d02-4124-8d59-12960d54101e · outbound

This paper cites Restoring vision in adverse weather conditions with patch-based denoising diffusion models.IEEE Transactions on Pattern Analysis and Machine Intelligence, 45(8):10346–10357, 2023.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Restoring vision in adverse weather conditions with patch-based denoising diffusion models.IEEE Transactions on Pattern Analysis and Machine Intelligence, 45(8):10346–10357, 2023

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.651448Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1d70095-c237-41c9-905b-01b033eae14b · outbound

This paper cites All- in-one image restoration for unknown degradations using adaptive discriminative filters for specific degradations.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration All- in-one image restoration for unknown degradations using adaptive discriminative filters for specific degradations

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.656542Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02d87f17-32f2-4f31-8973-faa3f0b60e86 · outbound

This paper cites Scalable diffusion mod- els with transformers.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Scalable diffusion mod- els with transformers

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.662032Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ebea8403-a0d3-4535-a08b-ac43e57375d2 · outbound

This paper cites Promptir: Prompting for all- in-one image restoration.Advances in Neural Information Processing Systems, 36, 2024.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Promptir: Prompting for all- in-one image restoration.Advances in Neural Information Processing Systems, 36, 2024

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.667199Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 230fb21e-f0c2-4a65-a578-115f82d51022 · outbound

This paper cites Attentive generative adversarial network for rain- drop removal from a single image.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Attentive generative adversarial network for rain- drop removal from a single image

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.671853Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 469245f5-86fc-4378-899b-8879c9b4f124 · outbound

This paper cites Restore Anything with Masks: Leveraging Mask Image Modeling for Blind All-in-One Image Restoration.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Restore Anything with Masks: Leveraging Mask Image Modeling for Blind All-in-One Image Restoration

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.676875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3590993-5e9e-42ee-af4d-5bf0319ca536 · outbound

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

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Mb-taylorformer: Multi-branch efficient transformer expanded by taylor formula for im- age dehazing

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.681749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84c32b5d-40d1-4357-bed0-16c563d0804e · outbound

This paper cites Remov- ing raindrops and rain streaks in one go.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Remov- ing raindrops and rain streaks in one go

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.687352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a0861cc-bd0c-4393-bc36-4183224d986a · outbound

This paper cites Deep learning for seeing through window with raindrops.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Deep learning for seeing through window with raindrops

Reference 91

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.692106Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26e7aec6-4f3f-4486-a906-45dda0462e16 · outbound

This paper cites Neumann network with recursive kernels for single image defocus deblurring.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Neumann network with recursive kernels for single image defocus deblurring

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.697761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4dc5081f-bf40-48ac-8108-9b5682827b97 · outbound

This paper cites Learn- ing transferable visual models from natural language super- vision.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Learn- ing transferable visual models from natural language super- vision

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.702373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a213c1dc-bd04-49e8-a07f-53a602d28c63 · outbound

This paper cites Hierarchical Text-Conditional Image Generation with CLIP Latents.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Hierarchical Text-Conditional Image Generation with CLIP Latents

Reference 94

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.707340Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb268aba-bb04-426c-97cd-9dd9e78ed05b · outbound

This paper cites Adaptive consistency prior based deep network for image denoising.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Adaptive consistency prior based deep network for image denoising

Reference 95

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:20:25.277803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 5af893c5-005c-42f0-ac87-b03217c78ccc · outbound

This paper cites Real-world blur dataset for learning and bench- marking deblurring algorithms.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Real-world blur dataset for learning and bench- marking deblurring algorithms

Reference 96

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:20:25.261811Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 2dfb3d87-a5f5-4097-955d-c02d2c52eedc · outbound

This paper cites High-resolution image synthesis with latent diffusion models.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration High-resolution image synthesis with latent diffusion models

Reference 97

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.723418Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a8cae2d-965c-4d2e-9345-2c2ab200404b · outbound

This paper cites U- net: Convolutional networks for biomedical image segmen- tation.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration U- net: Convolutional networks for biomedical image segmen- tation

Reference 98

Resolution: unresolved; no resolver link, observed 2026-08-15T19:20:23.728200Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8026fce5-ac89-4a85-97a2-9ee5df3f97f1 · outbound

This paper cites Learning to deblur using light field generated and real de- focus images.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Learning to deblur using light field generated and real de- focus images

Reference 99

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:20:25.227340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 927f9152-dff0-461a-a99d-cef383f74a9d · outbound

This paper cites Im- agenet large scale visual recognition challenge.Interna- tional journal of computer vision, 115:211–252, 2015.

Visual-Instructed Degradation Diffusion for All-in-One Image Restoration Im- agenet large scale visual recognition challenge.Interna- tional journal of computer vision, 115:211–252, 2015

Reference 100

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:20:25.210929Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers