Navigating Image Restoration with VAR's Distribution Alignment Prior | Paper Citation Record

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This paper cites Im- age2stylegan: How to embed images into the stylegan latent space? In Proceedings of the IEEE/CVF international con- ference on computer vision, pages 4432–4441, 2019.

Navigating Image Restoration with VAR's Distribution Alignment Prior Im- age2stylegan: How to embed images into the stylegan latent space? In Proceedings of the IEEE/CVF international con- ference on computer vision, pages 4432–4441, 2019

Reference 1

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Observation e271adc6-a14e-4ceb-bd61-228509c8cfa5 · outbound

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

Navigating Image Restoration with VAR's Distribution Alignment Prior A high-quality denoising dataset for smartphone cameras

Reference 2

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This paper cites Derin Babacan, Rafael Molina, and Aggelos K.

Navigating Image Restoration with VAR's Distribution Alignment Prior Derin Babacan, Rafael Molina, and Aggelos K

Reference 3

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Observation cb2225c2-97d1-469c-a5be-9efb1966412b · outbound

This paper cites Large Scale GAN Training for High Fidelity Natural Image Synthesis.

Navigating Image Restoration with VAR's Distribution Alignment Prior Large Scale GAN Training for High Fidelity Natural Image Synthesis

Reference 4

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This paper cites Hinet: Half instance normalization network for image restoration.

Navigating Image Restoration with VAR's Distribution Alignment Prior Hinet: Half instance normalization network for image restoration

Reference 5

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This paper cites Simple baselines for image restoration.

Navigating Image Restoration with VAR's Distribution Alignment Prior Simple baselines for image restoration

Reference 6

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Observation a704a434-8f5e-446c-99e0-b879b0104d4a · outbound

This paper cites SAM2-Adapter: Evaluating & Adapting Segment Anything 2 in Downstream Tasks: Camouflage, Shadow, Medical Image Segmentation, and More.

Navigating Image Restoration with VAR's Distribution Alignment Prior SAM2-Adapter: Evaluating & Adapting Segment Anything 2 in Downstream Tasks: Camouflage, Shadow, Medical Image Segmentation, and More

Reference 7

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This paper cites Challenges on large scale surveillance video analysis.

Navigating Image Restoration with VAR's Distribution Alignment Prior Challenges on large scale surveillance video analysis

Reference 8

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Observation 8ba1a35e-a5d5-4ba7-83d6-242bfeb1587e · outbound

This paper cites Kodak lossless true color image suite.

Navigating Image Restoration with VAR's Distribution Alignment Prior Kodak lossless true color image suite

Reference 9

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Observation 974de18a-3590-4841-a223-f29ae759a98e · outbound

This paper cites Clearing the skies: A deep network architecture for single-image rain removal.

Navigating Image Restoration with VAR's Distribution Alignment Prior Clearing the skies: A deep network architecture for single-image rain removal

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:09:06.974253Z

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Observation 26e1b3a2-d6f2-4e58-9062-c161cea77989 · outbound

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

Navigating Image Restoration with VAR's Distribution Alignment Prior Removing rain from single images via a deep detail network

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:09:06.955083Z

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Observation 7c94425a-6322-48e3-b667-6ed776320fcf · outbound

This paper cites Image processing using multi-code gan prior.

Navigating Image Restoration with VAR's Distribution Alignment Prior Image processing using multi-code gan prior

Reference 12

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Observation a3f0d3cc-6c26-4498-89ec-914da1fa772e · outbound

This paper cites Zero-reference deep curve estimation for low-light image enhancement.

Navigating Image Restoration with VAR's Distribution Alignment Prior Zero-reference deep curve estimation for low-light image enhancement

Reference 13

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This paper cites Single image haze removal using dark channel prior.IEEE Transactions on Pat- tern Analysis and Machine Intelligence , 33(12):2341–2353,.

Navigating Image Restoration with VAR's Distribution Alignment Prior Single image haze removal using dark channel prior.IEEE Transactions on Pat- tern Analysis and Machine Intelligence , 33(12):2341–2353,

Reference 14

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Observation 686492be-c8cf-425f-8ba0-a9862c07621e · outbound

This paper cites Single image super-resolution from transformed self-exemplars.

Navigating Image Restoration with VAR's Distribution Alignment Prior Single image super-resolution from transformed self-exemplars

Reference 15

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Observation 93d284a5-3605-4aea-9b2f-8c07dcc3fa35 · outbound

This paper cites Ultra-high resolution segmentation with ultra-rich con- text: A novel benchmark.

Navigating Image Restoration with VAR's Distribution Alignment Prior Ultra-high resolution segmentation with ultra-rich con- text: A novel benchmark

Reference 16

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Observation 4b3e7eaf-86cc-4ebb-b602-163c8058fff1 · outbound

This paper cites Progressive Growing of GANs for Improved Quality, Stability, and Variation.

Navigating Image Restoration with VAR's Distribution Alignment Prior Progressive Growing of GANs for Improved Quality, Stability, and Variation

Reference 17

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Observation cdacdcb5-1009-4de6-9448-387e05c073d6 · outbound

This paper cites A style-based generator architecture for generative adversarial networks.

Navigating Image Restoration with VAR's Distribution Alignment Prior A style-based generator architecture for generative adversarial networks

Reference 18

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Observation 83f035a5-1878-4fec-8769-75f1ce1bf066 · outbound

This paper cites Analyzing and improv- ing the image quality of stylegan.

Navigating Image Restoration with VAR's Distribution Alignment Prior Analyzing and improv- ing the image quality of stylegan

Reference 19

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Observation 1096c597-dfe2-480c-8479-85b65c321c4b · outbound

This paper cites Denoising diffusion restoration models.

Navigating Image Restoration with VAR's Distribution Alignment Prior Denoising diffusion restoration models

Reference 20

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Observation ec4219bc-3b19-4a31-a2fe-2562ce47b058 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Navigating Image Restoration with VAR's Distribution Alignment Prior Adam: A Method for Stochastic Optimization

Reference 21

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Observation 605e3d45-4990-4059-949c-5a9bf921b4b1 · outbound

This paper cites Benchmarking single- image dehazing and beyond.

Navigating Image Restoration with VAR's Distribution Alignment Prior Benchmarking single- image dehazing and beyond

Reference 22

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Observation 631c38c2-f5c8-4130-982e-936e613987cb · outbound

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

Navigating Image Restoration with VAR's Distribution Alignment Prior All-in-one image restoration for unknown corruption

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:09:06.796017Z

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Observation 72d0fd7c-aeb5-464f-989e-dfd999f255ca · outbound

This paper cites Recurrent Squeeze-and-Excitation Context Aggregation Net for Single Image Deraining.

Navigating Image Restoration with VAR's Distribution Alignment Prior Recurrent Squeeze-and-Excitation Context Aggregation Net for Single Image Deraining

Reference 24

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Observation c6bfc90f-b309-425d-a7be-1d16a5a3fccc · outbound

This paper cites Tan, Xiaojie Guo, Jiangbo Lu, and M.

Navigating Image Restoration with VAR's Distribution Alignment Prior Tan, Xiaojie Guo, Jiangbo Lu, and M

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:09:06.775404Z

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Observation 10685392-c570-470d-ad46-02805e04a7d8 · outbound

This paper cites Swinir: Image restoration us- ing swin transformer.

Navigating Image Restoration with VAR's Distribution Alignment Prior Swinir: Image restoration us- ing swin transformer

Reference 26

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Observation c9647866-46e0-4fda-bec6-898423ded857 · outbound

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

Navigating Image Restoration with VAR's Distribution Alignment Prior DiffBIR: Towards Blind Image Restoration with Generative Diffusion Prior

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-10T23:09:05.551604Z

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Observation 80a99b00-bbc2-4bf9-9ef9-87f06c3c5584 · outbound

This paper cites Residual denoising diffu- sion models.

Navigating Image Restoration with VAR's Distribution Alignment Prior Residual denoising diffu- sion models

Reference 28

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Observation 5fe21c7a-093b-4823-aded-c10c52c6320c · outbound

This paper cites Tape: Task-agnostic prior embedding for image restoration.

Navigating Image Restoration with VAR's Distribution Alignment Prior Tape: Task-agnostic prior embedding for image restoration

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:09:06.721347Z

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Observation 5468e77f-f74d-4173-8881-972e936d686c · outbound

This paper cites Hcanet: Haze-concentration-aware network for real- scene dehazing with codebook priors.

Navigating Image Restoration with VAR's Distribution Alignment Prior Hcanet: Haze-concentration-aware network for real- scene dehazing with codebook priors

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:09:06.700924Z

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Observation b693d80d-a214-43e5-a04a-f44c06704d87 · outbound

This paper cites Removing rain from a sin- gle image via discriminative sparse coding.

Navigating Image Restoration with VAR's Distribution Alignment Prior Removing rain from a sin- gle image via discriminative sparse coding

Reference 31

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Observation e8d200fa-a6ba-4eb1-8210-1bb168e4d17f · outbound

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

Navigating Image Restoration with VAR's Distribution Alignment Prior Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 32

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Observation 6bc12478-0b51-4029-be32-8a0aa1f14c5e · outbound

This paper cites Waterloo ex- ploration database: New challenges for image quality assess- ment models.

Navigating Image Restoration with VAR's Distribution Alignment Prior Waterloo ex- ploration database: New challenges for image quality assess- ment models

Reference 33

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Observation 8cf40ccb-73e2-4a0d-aba1-85f0ee8d7142 · outbound

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

Navigating Image Restoration with VAR's Distribution Alignment Prior A database of human segmented natural images and its application to evaluating segmentation algorithms and measuring ecological statistics

Reference 34

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This paper cites Deep generalized unfolding networks for image restoration.

Navigating Image Restoration with VAR's Distribution Alignment Prior Deep generalized unfolding networks for image restoration

Reference 35

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Observation d1ebad52-d7fd-4ece-9619-dee9466bef50 · outbound

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

Navigating Image Restoration with VAR's Distribution Alignment Prior Deep multi-scale convolutional neural network for dynamic scene deblurring

Reference 36

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Observation a3e418b2-9ec5-44f3-bd6e-533017df2038 · outbound

This paper cites PromptIR: Prompting for All-in-One Blind Image Restoration.

Navigating Image Restoration with VAR's Distribution Alignment Prior PromptIR: Prompting for All-in-One Blind Image Restoration

Reference 37

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Observation 050896cd-f6f7-4f81-b99b-4bb015d1ba6c · outbound

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

Navigating Image Restoration with VAR's Distribution Alignment Prior Neumann network with recursive kernels for single image defocus deblurring

Reference 38

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Observation 2221dd4a-7575-4bd7-9af0-0567fc656af6 · outbound

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

Navigating Image Restoration with VAR's Distribution Alignment Prior Learning to deblur using light field generated and real de- focus images

Reference 39

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Observation b84fcc20-4e37-4496-b593-9a08e5d4cd40 · outbound

This paper cites Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction.

Navigating Image Restoration with VAR's Distribution Alignment Prior Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 40

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Observation 6b0bc88f-d5ac-4a98-aca7-e13139e92380 · outbound

This paper cites Stripformer: Strip transformer for fast image deblurring.

Navigating Image Restoration with VAR's Distribution Alignment Prior Stripformer: Strip transformer for fast image deblurring

Reference 41

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Observation ff7a3237-ad0d-45ed-8e27-50b2b0180fb1 · outbound

This paper cites Maxim: Multi-axis mlp for image processing.

Navigating Image Restoration with VAR's Distribution Alignment Prior Maxim: Multi-axis mlp for image processing

Reference 42

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Observation 8812e424-a46a-4808-a68e-49a77eca7ec5 · outbound

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

Navigating Image Restoration with VAR's Distribution Alignment Prior Transweather: Transformer-based restoration of im- ages degraded by adverse weather conditions

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:09:06.514150Z

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Observation b4bac6b3-60c3-4ce5-8c55-d6543150aac6 · outbound

This paper cites Exploiting Diffusion Prior for Real-World Image Super-Resolution.

Navigating Image Restoration with VAR's Distribution Alignment Prior Exploiting Diffusion Prior for Real-World Image Super-Resolution

Reference 44

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Observation 1a1c836e-402a-47da-9d2a-57c627e27f27 · outbound

This paper cites Images speak in images: A generalist painter for in-context visual learning.

Navigating Image Restoration with VAR's Distribution Alignment Prior Images speak in images: A generalist painter for in-context visual learning

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:09:06.494122Z

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Observation fc7ba8fe-6a45-4558-9172-9dcdb0823d9e · outbound

This paper cites Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model.

Navigating Image Restoration with VAR's Distribution Alignment Prior Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model

Reference 46

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

Navigating Image Restoration with VAR's Distribution Alignment Prior Uformer: A general u-shaped transformer for image restoration

Reference 47

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Observation be9c2dd5-3ab9-45fa-b86e-8297ef3734ae · outbound

This paper cites Lg-bpn: Local and global blind-patch network for self-supervised real-world denoising.

Navigating Image Restoration with VAR's Distribution Alignment Prior Lg-bpn: Local and global blind-patch network for self-supervised real-world denoising

Reference 48

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Observation 3f5cd517-2187-4b08-af2f-06d3cbfb0405 · outbound

This paper cites Deep Retinex Decomposition for Low-Light Enhancement.

Navigating Image Restoration with VAR's Distribution Alignment Prior Deep Retinex Decomposition for Low-Light Enhancement

Reference 49

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Observation 79dc3a3a-079f-4165-b862-07202ff5cf79 · outbound

This paper cites Learning semantic-aware knowledge guidance for low-light image enhancement.

Navigating Image Restoration with VAR's Distribution Alignment Prior Learning semantic-aware knowledge guidance for low-light image enhancement

Reference 50

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Observation 7797cb1c-04c1-447f-96b8-3d9d250e1e81 · outbound

This paper cites Low-light image enhancement via structure modeling and guidance.

Navigating Image Restoration with VAR's Distribution Alignment Prior Low-light image enhancement via structure modeling and guidance

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:09:06.412023Z

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Observation 2bb093ae-1700-4efd-9c03-258340bdbca3 · outbound

This paper cites Tan, Jiashi Feng, Jiaying Liu, Zong- ming Guo, and Shuicheng Yan.

Navigating Image Restoration with VAR's Distribution Alignment Prior Tan, Jiashi Feng, Jiaying Liu, Zong- ming Guo, and Shuicheng Yan

Reference 52

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Observation e803bca7-6b14-455b-8aef-a66a95335fb3 · outbound

This paper cites Tan, Shiqi Wang, Yuming Fang, and Jiaying Liu.

Navigating Image Restoration with VAR's Distribution Alignment Prior Tan, Shiqi Wang, Yuming Fang, and Jiaying Liu

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:09:06.370348Z

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Observation 78fee367-1858-461b-96d0-f5e042ce0a6d · outbound

This paper cites Ad- verse weather removal with codebook priors.

Navigating Image Restoration with VAR's Distribution Alignment Prior Ad- verse weather removal with codebook priors

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:09:06.352190Z

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Observation c1728800-ee3a-4efe-b093-937c65121820 · outbound

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

Navigating Image Restoration with VAR's Distribution Alignment Prior Learning enriched features for real image restoration and enhancement

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:09:06.332867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 88f6fef2-e6dc-4b88-982d-288b3001a58a · outbound

This paper cites Multi-stage progressive image restoration.

Navigating Image Restoration with VAR's Distribution Alignment Prior Multi-stage progressive image restoration

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:09:06.314844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 23dab967-8479-4879-bc6a-a9a36ef4de57 · outbound

This paper cites Restormer: Efficient transformer for high-resolution image restoration.

Navigating Image Restoration with VAR's Distribution Alignment Prior Restormer: Efficient transformer for high-resolution image restoration

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:09:06.294278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e7f1bb03-740c-4300-a2d5-0f6c9f8a98b5 · outbound

This paper cites an unresolved cited work.

Navigating Image Restoration with VAR's Distribution Alignment Prior Unresolved cited work

Reference 58

Resolution: unresolved; raw_fallback, observed 2026-08-10T23:09:06.275416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation cceafc10-d77e-4a9b-ac8f-799089bce4c2 · outbound

This paper cites Sindagi, and Vishal M.

Navigating Image Restoration with VAR's Distribution Alignment Prior Sindagi, and Vishal M

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:09:06.255308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 35937555-0efd-4b4e-bfed-d0dc353b51ee · outbound

This paper cites Accurate Image Restoration with Attention Retractable Transformer.

Navigating Image Restoration with VAR's Distribution Alignment Prior Accurate Image Restoration with Attention Retractable Transformer

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-10T23:09:05.787636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ab68435-ba82-4727-b75d-b5eaaa1ffa90 · outbound

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

Navigating Image Restoration with VAR's Distribution Alignment Prior Ingredient-oriented multi- degradation learning for image restoration

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:09:06.236045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 4253c1b1-6aa4-4fb9-8c91-042ed97bdb12 · outbound

This paper cites Beyond a gaussian denoiser: Residual learning of deep cnn for image denoising.

Navigating Image Restoration with VAR's Distribution Alignment Prior Beyond a gaussian denoiser: Residual learning of deep cnn for image denoising

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:09:06.215344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b86f1de2-412b-4c6f-9455-13da7725eb79 · outbound

This paper cites Practical Blind Image Denoising via Swin-Conv-UNet and Data Synthesis.

Navigating Image Restoration with VAR's Distribution Alignment Prior Practical Blind Image Denoising via Swin-Conv-UNet and Data Synthesis

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-10T23:09:05.806957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c366110-1596-4e74-af5c-09bf2a96084f · outbound

This paper cites The unreasonable effectiveness of deep features as a perceptual metric.

Navigating Image Restoration with VAR's Distribution Alignment Prior The unreasonable effectiveness of deep features as a perceptual metric

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:09:06.195086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d222e9d6-d0d2-47b9-88f4-4ac742ad1c6a · outbound

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

Navigating Image Restoration with VAR's Distribution Alignment Prior Selective hourglass mapping for universal image restoration based on diffusion model

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:09:06.173948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 14e68fcc-23a0-433f-a5f1-5f17799ba74b · outbound

This paper cites Image restoration for under-display camera.

Navigating Image Restoration with VAR's Distribution Alignment Prior Image restoration for under-display camera

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:09:06.152452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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