Hierarchical Information Flow for Generalized Efficient Image Restoration | Paper Citation Record

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This paper cites write newline.

Hierarchical Information Flow for Generalized Efficient Image Restoration write newline

Reference 1

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Observation 72e4e2ea-b464-4a31-8464-eadfd4c64fec · outbound

This paper cites Defocus deblurring using dual-pixel data.

Hierarchical Information Flow for Generalized Efficient Image Restoration Defocus deblurring using dual-pixel data

Reference 2

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This paper cites Brown, and Peyman Milanfar.

Hierarchical Information Flow for Generalized Efficient Image Restoration Brown, and Peyman Milanfar

Reference 3

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Observation 480e2e97-77a9-4504-a433-4c9f2bf3b8de · outbound

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

Hierarchical Information Flow for Generalized Efficient Image Restoration NTIRE 2017 challenge on single image super-resolution: Dataset and study

Reference 4

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This paper cites Densely residual laplacian super-resolution.

Hierarchical Information Flow for Generalized Efficient Image Restoration Densely residual laplacian super-resolution

Reference 5

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This paper cites Contour detection and hierarchical image segmentation.

Hierarchical Information Flow for Generalized Efficient Image Restoration Contour detection and hierarchical image segmentation

Reference 6

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This paper cites Low-complexity single-image super-resolution based on nonnegative neighbor embedding.

Hierarchical Information Flow for Generalized Efficient Image Restoration Low-complexity single-image super-resolution based on nonnegative neighbor embedding

Reference 7

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This paper cites Language models are few-shot learners.

Hierarchical Information Flow for Generalized Efficient Image Restoration Language models are few-shot learners

Reference 8

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This paper cites Pre-trained image processing transformer.

Hierarchical Information Flow for Generalized Efficient Image Restoration Pre-trained image processing transformer

Reference 9

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This paper cites Simple baselines for image restoration.

Hierarchical Information Flow for Generalized Efficient Image Restoration Simple baselines for image restoration

Reference 10

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This paper cites Activating more pixels in image super-resolution transformer.

Hierarchical Information Flow for Generalized Efficient Image Restoration Activating more pixels in image super-resolution transformer

Reference 11

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Observation af833e93-52a0-4d7d-b130-6b0eaf53ef5d · outbound

This paper cites Cross aggregation transformer for image restoration.

Hierarchical Information Flow for Generalized Efficient Image Restoration Cross aggregation transformer for image restoration

Reference 12

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Observation 64235774-cf7f-4fa4-8596-bbeb517a3418 · outbound

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

Hierarchical Information Flow for Generalized Efficient Image Restoration Rethinking coarse-to-fine approach in single image deblurring

Reference 13

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Observation a973ff88-6a5c-4274-8d14-70cb9bbacffe · outbound

This paper cites Conditional positional encodings for vision transformers.

Hierarchical Information Flow for Generalized Efficient Image Restoration Conditional positional encodings for vision transformers

Reference 14

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Observation b29fbe02-1811-4355-9b2c-0b36496f0053 · outbound

This paper cites Second-order attention network for single image super-resolution.

Hierarchical Information Flow for Generalized Efficient Image Restoration Second-order attention network for single image super-resolution

Reference 15

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Observation ea4d7ffc-e032-416e-a963-921530b44d25 · outbound

This paper cites Image N et: A large-scale hierarchical image database.

Hierarchical Information Flow for Generalized Efficient Image Restoration Image N et: A large-scale hierarchical image database

Reference 16

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Observation c56e1c9c-bf94-431f-8cec-e98f132b3c8e · outbound

This paper cites Learning a deep convolutional network for image super-resolution.

Hierarchical Information Flow for Generalized Efficient Image Restoration Learning a deep convolutional network for image super-resolution

Reference 17

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Observation 9a5f5e5c-b534-44b5-a39e-f96c426a3526 · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

Hierarchical Information Flow for Generalized Efficient Image Restoration An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 18

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Observation f9a5a4f3-810e-44c2-942b-5df42308b7bc · outbound

This paper cites Quantization guided JPEG artifact correction.

Hierarchical Information Flow for Generalized Efficient Image Restoration Quantization guided JPEG artifact correction

Reference 19

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Observation 0ff9afdd-3af1-4acf-9452-58c6077baf8b · outbound

This paper cites Pointwise shape-adaptive dct for high-quality denoising and deblocking of grayscale and color images.

Hierarchical Information Flow for Generalized Efficient Image Restoration Pointwise shape-adaptive dct for high-quality denoising and deblocking of grayscale and color images

Reference 20

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Observation c4a6a947-3425-43cb-ab6b-720d9e5bcbb4 · outbound

This paper cites Kodak lossless true color image suite.

Hierarchical Information Flow for Generalized Efficient Image Restoration Kodak lossless true color image suite

Reference 21

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Observation d66a1eee-8567-4a50-b9cd-d4728c0114b7 · outbound

This paper cites Deep joint demosaicking and denoising.

Hierarchical Information Flow for Generalized Efficient Image Restoration Deep joint demosaicking and denoising

Reference 22

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Observation 9d1c7c38-1e53-4a93-a032-361112bd7b68 · outbound

This paper cites Accurate, Large Minibatch SGD: Training ImageNet in 1 Hour.

Hierarchical Information Flow for Generalized Efficient Image Restoration Accurate, Large Minibatch SGD: Training ImageNet in 1 Hour

Reference 23

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Observation 2af94567-7be9-41ef-8cb8-debad06fed11 · outbound

This paper cites Mamba: Linear-Time Sequence Modeling with Selective State Spaces.

Hierarchical Information Flow for Generalized Efficient Image Restoration Mamba: Linear-Time Sequence Modeling with Selective State Spaces

Reference 24

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Observation 95829de4-31ad-4f10-bebb-5febaf8d35b6 · outbound

This paper cites MambaIR: A Simple Baseline for Image Restoration with State-Space Model.

Hierarchical Information Flow for Generalized Efficient Image Restoration MambaIR: A Simple Baseline for Image Restoration with State-Space Model

Reference 25

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Observation 7cfa2864-85fe-48ac-abf7-61c3e77c3966 · outbound

This paper cites Joint Demosaicking and Denoising Benefits from a Two-stage Training Strategy.

Hierarchical Information Flow for Generalized Efficient Image Restoration Joint Demosaicking and Denoising Benefits from a Two-stage Training Strategy

Reference 26

Resolution: verified exact; local_arxiv, observed 2026-08-12T11:09:06.922944Z

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Observation 30b27ea4-81ce-45ba-92b8-a9cf8cfd9dd7 · outbound

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

Hierarchical Information Flow for Generalized Efficient Image Restoration Single image super-resolution from transformed self-exemplars

Reference 27

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Observation 10bbf546-9736-4507-ba03-7830344a0b34 · outbound

This paper cites Shuffle Transformer: Rethinking Spatial Shuffle for Vision Transformer.

Hierarchical Information Flow for Generalized Efficient Image Restoration Shuffle Transformer: Rethinking Spatial Shuffle for Vision Transformer

Reference 28

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Observation 8414c6d4-1f20-457c-988b-b069f6629265 · outbound

This paper cites Towards flexible blind JPEG artifacts removal.

Hierarchical Information Flow for Generalized Efficient Image Restoration Towards flexible blind JPEG artifacts removal

Reference 29

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Observation 17269072-6109-41cd-bc8c-90346b5072d9 · outbound

This paper cites Perceptual losses for real-time style transfer and super-resolution.

Hierarchical Information Flow for Generalized Efficient Image Restoration Perceptual losses for real-time style transfer and super-resolution

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.444267Z

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Observation 69cb8932-3690-4c46-8315-9bb13dd9668f · outbound

This paper cites Why Warmup the Learning Rate? Underlying Mechanisms and Improvements.

Hierarchical Information Flow for Generalized Efficient Image Restoration Why Warmup the Learning Rate? Underlying Mechanisms and Improvements

Reference 31

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Observation f54e3edd-5abc-4c84-ae25-3ef895365649 · outbound

This paper cites Scaling up GAN s for text-to-image synthesis.

Hierarchical Information Flow for Generalized Efficient Image Restoration Scaling up GAN s for text-to-image synthesis

Reference 32

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Observation c1683521-2654-4fe5-b6dd-398be3a054fc · outbound

This paper cites Edge-based defocus blur estimation with adaptive scale selection.

Hierarchical Information Flow for Generalized Efficient Image Restoration Edge-based defocus blur estimation with adaptive scale selection

Reference 33

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Observation cf7e591f-81f7-4f82-96f3-bb3ab803a0fb · outbound

This paper cites Beyond color difference: Residual interpolation for color image demosaicking.

Hierarchical Information Flow for Generalized Efficient Image Restoration Beyond color difference: Residual interpolation for color image demosaicking

Reference 34

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Observation ac7bfd59-7b6b-47c0-b171-c629add299e6 · outbound

This paper cites Accurate image super-resolution using very deep convolutional networks.

Hierarchical Information Flow for Generalized Efficient Image Restoration Accurate image super-resolution using very deep convolutional networks

Reference 35

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Observation c9fa49ed-2cdf-462f-a702-13d7240248b8 · outbound

This paper cites MSSNet : Multi-scale-stage network for single image deblurring.

Hierarchical Information Flow for Generalized Efficient Image Restoration MSSNet : Multi-scale-stage network for single image deblurring

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.407216Z

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Observation 629a29e7-a015-45aa-9305-9c2ad59218c8 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Hierarchical Information Flow for Generalized Efficient Image Restoration Adam: A Method for Stochastic Optimization

Reference 37

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Observation 920bb37d-771e-478e-8858-a9a9505b7510 · outbound

This paper cites DeblurGAN-v2 : Deblurring (orders-of-magnitude) faster and better.

Hierarchical Information Flow for Generalized Efficient Image Restoration DeblurGAN-v2 : Deblurring (orders-of-magnitude) faster and better

Reference 38

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Observation cb49470b-3bfd-46f4-9cc2-396a55056684 · outbound

This paper cites Deep defocus map estimation using domain adaptation.

Hierarchical Information Flow for Generalized Efficient Image Restoration Deep defocus map estimation using domain adaptation

Reference 39

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Observation c656ef6a-f457-499d-bbd3-8d4f1bb1583c · outbound

This paper cites Iterative filter adaptive network for single image defocus deblurring.

Hierarchical Information Flow for Generalized Efficient Image Restoration Iterative filter adaptive network for single image defocus deblurring

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.385676Z

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Observation c4e98a4e-90f9-432a-adf9-d15b1afe3cb7 · outbound

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

Hierarchical Information Flow for Generalized Efficient Image Restoration Heavy rain image restoration: Integrating physics model and conditional adversarial learning

Reference 41

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Observation 5efba8b0-f5b0-4efb-919d-7e883845b120 · outbound

This paper cites All in one bad weather removal using architectural search.

Hierarchical Information Flow for Generalized Efficient Image Restoration All in one bad weather removal using architectural search

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.370142Z

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

Observation 9fa34410-3606-489b-a166-eabb834fb844 · outbound

This paper cites On Efficient Transformer-Based Image Pre-training for Low-Level Vision.

Hierarchical Information Flow for Generalized Efficient Image Restoration On Efficient Transformer-Based Image Pre-training for Low-Level Vision

Reference 43

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Observation 2833ae86-d789-471e-9bb7-1f04c88ba428 · outbound

This paper cites Efficient and explicit modelling of image hierarchies for image restoration.

Hierarchical Information Flow for Generalized Efficient Image Restoration Efficient and explicit modelling of image hierarchies for image restoration

Reference 44

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Observation 5eb01d4c-bae2-47c2-b233-b3ce61aa3e9b · outbound

This paper cites LSDIR : A large scale dataset for image restoration.

Hierarchical Information Flow for Generalized Efficient Image Restoration LSDIR : A large scale dataset for image restoration

Reference 45

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Observation 5e4dbd2f-70dc-43c2-ba5e-1b0927a47ed8 · outbound

This paper cites Feedback network for image super-resolution.

Hierarchical Information Flow for Generalized Efficient Image Restoration Feedback network for image super-resolution

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.345255Z

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Observation c736a9f2-4a86-4469-8ece-b7c75912da88 · outbound

This paper cites Blueprint separable residual network for efficient image super-resolution.

Hierarchical Information Flow for Generalized Efficient Image Restoration Blueprint separable residual network for efficient image super-resolution

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.338595Z

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 b00fab3d-b8b1-4a94-bdce-e211f37acb5e · outbound

This paper cites SwinIR : Image restoration using swin transformer.

Hierarchical Information Flow for Generalized Efficient Image Restoration SwinIR : Image restoration using swin transformer

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.331269Z

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Observation 9ee09e90-c9b2-4002-84c6-d5a5e631fd95 · outbound

This paper cites Enhanced deep residual networks for single image super-resolution.

Hierarchical Information Flow for Generalized Efficient Image Restoration Enhanced deep residual networks for single image super-resolution

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.323584Z

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Observation 9d228e11-261f-4177-ba36-cfb023ba6c53 · outbound

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

Hierarchical Information Flow for Generalized Efficient Image Restoration DesnowNet : Context-aware deep network for snow removal

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.315732Z

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Observation 3891beca-4a96-45d2-bc76-9028157ba8cf · outbound

This paper cites Swin transformer: Hierarchical vision transformer using shifted windows.

Hierarchical Information Flow for Generalized Efficient Image Restoration Swin transformer: Hierarchical vision transformer using shifted windows

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-12T11:09:06.594633Z

Source-reported events for the cited work

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Observation 23e282f6-7e01-40a0-b03b-929d34cf8aa3 · outbound

This paper cites Swin transformer v2: Scaling up capacity and resolution.

Hierarchical Information Flow for Generalized Efficient Image Restoration Swin transformer v2: Scaling up capacity and resolution

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.303456Z

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 aa5e4e02-fe3e-4d6a-876c-ab8f31672b95 · outbound

This paper cites Decoupled weight decay regularization.

Hierarchical Information Flow for Generalized Efficient Image Restoration Decoupled weight decay regularization

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.294936Z

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 92a0783d-6511-40c8-8434-2e6de382a2bb · outbound

This paper cites Waterloo exploration database: New challenges for image quality assessment models.

Hierarchical Information Flow for Generalized Efficient Image Restoration Waterloo exploration database: New challenges for image quality assessment models

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.286001Z

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

Observation 67db4cef-28cc-4757-9bdb-ed87bde3df83 · outbound

This paper cites Intriguing findings of frequency selection for image deblurring.

Hierarchical Information Flow for Generalized Efficient Image Restoration Intriguing findings of frequency selection for image deblurring

Reference 55

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Source-reported events for the cited work

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Observation 914b5953-edbb-4eb6-9ae9-84de99381f90 · outbound

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

Hierarchical Information Flow for Generalized Efficient Image Restoration A database of human segmented natural images and its application to evaluating segmentation algorithms and measuring ecological statistics

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.267956Z

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 5049f10a-6e5c-4e2c-948f-03e8a80d29ca · outbound

This paper cites Sketch-based manga retrieval using manga109 dataset.

Hierarchical Information Flow for Generalized Efficient Image Restoration Sketch-based manga retrieval using manga109 dataset

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.260488Z

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 c5dbb9bc-2ff3-47f3-9fe3-03512da8b11f · outbound

This paper cites Image super-resolution with non-local sparse attention.

Hierarchical Information Flow for Generalized Efficient Image Restoration Image super-resolution with non-local sparse attention

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.253625Z

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 c5be005c-8598-417a-844b-b5d7dbb0a467 · outbound

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

Hierarchical Information Flow for Generalized Efficient Image Restoration Deep multi-scale convolutional neural network for dynamic scene deblurring

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.245849Z

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 0266ba16-f47b-45cf-a386-5bba1443b48c · outbound

This paper cites Single image super-resolution via a holistic attention network.

Hierarchical Information Flow for Generalized Efficient Image Restoration Single image super-resolution via a holistic attention network

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.237170Z

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 7d92ce0c-e32c-4348-b107-87d497135c7d · outbound

This paper cites Spatially-adaptive image restoration using distortion-guided networks.

Hierarchical Information Flow for Generalized Efficient Image Restoration Spatially-adaptive image restoration using distortion-guided networks

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.228006Z

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 1afed678-d639-42a9-8dae-28c669c1f6b8 · outbound

This paper cites Attentive generative adversarial network for raindrop removal from a single image.

Hierarchical Information Flow for Generalized Efficient Image Restoration Attentive generative adversarial network for raindrop removal from a single image

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.218483Z

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 c01d5318-a921-4e94-a5e0-b378217970f2 · outbound

This paper cites Sharing key semantics in transformer makes efficient image restoration.

Hierarchical Information Flow for Generalized Efficient Image Restoration Sharing key semantics in transformer makes efficient image restoration

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.209073Z

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 0bec5c90-70db-4444-b412-639e19a07766 · outbound

This paper cites Bayesian-based iterative method of image restoration.

Hierarchical Information Flow for Generalized Efficient Image Restoration Bayesian-based iterative method of image restoration

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.202068Z

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 e3bba506-22c0-4bce-a931-5b65a1f3c838 · outbound

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

Hierarchical Information Flow for Generalized Efficient Image Restoration Real-world blur dataset for learning and benchmarking deblurring algorithms

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.193918Z

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 c4116bdf-35dd-4f99-9aff-e18394410623 · outbound

This paper cites Photorealistic text-to-image diffusion models with deep language understanding.

Hierarchical Information Flow for Generalized Efficient Image Restoration Photorealistic text-to-image diffusion models with deep language understanding

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-12T11:09:06.637567Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a02a9a45-8c03-4298-967d-1801c3c4887f · outbound

This paper cites Live image quality assessment database release 2.

Hierarchical Information Flow for Generalized Efficient Image Restoration Live image quality assessment database release 2

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.181444Z

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 3d9efc5f-0b15-45cd-a0ff-b51852371202 · outbound

This paper cites Human-aware motion deblurring.

Hierarchical Information Flow for Generalized Efficient Image Restoration Human-aware motion deblurring

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.171118Z

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 b78e6678-cd81-42e5-84dd-383b4260b78c · outbound

This paper cites Just noticeable defocus blur detection and estimation.

Hierarchical Information Flow for Generalized Efficient Image Restoration Just noticeable defocus blur detection and estimation

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.163905Z

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 2e7f03c9-648e-412c-acbb-ca51dde4ae76 · outbound

This paper cites Very deep convolutional networks for large-scale image recognition.

Hierarchical Information Flow for Generalized Efficient Image Restoration Very deep convolutional networks for large-scale image recognition

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-12T11:09:06.651063Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 70300869-d724-4e09-a4e5-64b5e8e7e765 · outbound

This paper cites Single image defocus deblurring using kernel-sharing parallel atrous convolutions.

Hierarchical Information Flow for Generalized Efficient Image Restoration Single image defocus deblurring using kernel-sharing parallel atrous convolutions

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.150711Z

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 30709bee-ce04-4280-9465-eaa3af2b845a · outbound

This paper cites Scale-recurrent network for deep image deblurring.

Hierarchical Information Flow for Generalized Efficient Image Restoration Scale-recurrent network for deep image deblurring

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.142416Z

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 73d3c376-db02-4fed-aab6-e6b51944fc60 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Hierarchical Information Flow for Generalized Efficient Image Restoration LLaMA: Open and Efficient Foundation Language Models

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-12T11:09:06.660460Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1bad57cd-44f2-4b8e-910b-c826fe95c3bc · outbound

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

Hierarchical Information Flow for Generalized Efficient Image Restoration Stripformer: Strip transformer for fast image deblurring

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.133956Z

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 a2d1437a-6214-4b3a-953f-d6b76071eb90 · outbound

This paper cites BANet : A blur-aware attention network for dynamic scene deblurring.

Hierarchical Information Flow for Generalized Efficient Image Restoration BANet : A blur-aware attention network for dynamic scene deblurring

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.126321Z

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 185105f2-9a8c-40f8-8164-a78755ad60d5 · outbound

This paper cites MAXIM : Multi-axis MLP for image processing.

Hierarchical Information Flow for Generalized Efficient Image Restoration MAXIM : Multi-axis MLP for image processing

Reference 76

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.117997Z

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 36a91be3-7ac9-4b1a-8e1d-58ddc3fc5c6f · outbound

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

Hierarchical Information Flow for Generalized Efficient Image Restoration TransWeather : Transformer-based restoration of images degraded by adverse weather conditions

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.109448Z

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 c53b0a50-3802-445d-b3f1-d3006d237a40 · outbound

This paper cites Attention is all you need.

Hierarchical Information Flow for Generalized Efficient Image Restoration Attention is all you need

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.102794Z

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 98eb602f-9fcf-4d97-9bae-9a4e8f141eac · outbound

This paper cites Linformer: Self-Attention with Linear Complexity.

Hierarchical Information Flow for Generalized Efficient Image Restoration Linformer: Self-Attention with Linear Complexity

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-12T11:09:06.673585Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8313757b-ed46-46d1-b9a5-df04d8a66ddd · outbound

This paper cites ESRGAN : Enhanced super-resolution generative adversarial networks.

Hierarchical Information Flow for Generalized Efficient Image Restoration ESRGAN : Enhanced super-resolution generative adversarial networks

Reference 80

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.095704Z

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 fceaf759-9974-4ec3-9163-f6ded53969d7 · outbound

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

Hierarchical Information Flow for Generalized Efficient Image Restoration Uformer: A general U -shaped transformer for image restoration

Reference 81

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.087888Z

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 d9a60692-16a2-4e71-86b4-0ebe94322dc2 · outbound

This paper cites Demosaicing based on directional difference regression and efficient regression priors.

Hierarchical Information Flow for Generalized Efficient Image Restoration Demosaicing based on directional difference regression and efficient regression priors

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.081410Z

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 42d362bc-ce9c-40de-8332-0222b626431e · outbound

This paper cites Random shuffle transformer for image restoration.

Hierarchical Information Flow for Generalized Efficient Image Restoration Random shuffle transformer for image restoration

Reference 83

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.072539Z

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 228642fa-07fa-4158-b648-04607d83a00a · outbound

This paper cites Vitae: Vision transformer advanced by exploring intrinsic inductive bias.

Hierarchical Information Flow for Generalized Efficient Image Restoration Vitae: Vision transformer advanced by exploring intrinsic inductive bias

Reference 84

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.064413Z

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 e771c6a2-96a4-445e-85e8-60a05a8de208 · outbound

This paper cites Scaling up to excellence: Practicing model scaling for photo-realistic image restoration in the wild.

Hierarchical Information Flow for Generalized Efficient Image Restoration Scaling up to excellence: Practicing model scaling for photo-realistic image restoration in the wild

Reference 85

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.055778Z

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 083e9249-30aa-4e61-b0e9-7ba2208d852a · outbound

This paper cites Multi-stage progressive image restoration.

Hierarchical Information Flow for Generalized Efficient Image Restoration Multi-stage progressive image restoration

Reference 86

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.046626Z

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 ca5f9e04-a351-45bb-ba6e-bd37cc6f4f64 · outbound

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

Hierarchical Information Flow for Generalized Efficient Image Restoration Restormer: Efficient transformer for high-resolution image restoration

Reference 87

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.037133Z

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 e0621c3c-c74b-43df-9175-f13d7a9008f7 · outbound

This paper cites On single image scale-up using sparse-representations.

Hierarchical Information Flow for Generalized Efficient Image Restoration On single image scale-up using sparse-representations

Reference 88

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.027956Z

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 b3c3dc48-b90b-4821-bd72-2aa4d3ba5e48 · outbound

This paper cites Accurate image restoration with attention retractable transformer.

Hierarchical Information Flow for Generalized Efficient Image Restoration Accurate image restoration with attention retractable transformer

Reference 89

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.019072Z

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 f1dea24b-c9d3-4edd-b1fc-a7d7d34ab168 · outbound

This paper cites Xformer: Hybrid X-Shaped Transformer for Image Denoising.

Hierarchical Information Flow for Generalized Efficient Image Restoration Xformer: Hybrid X-Shaped Transformer for Image Denoising

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-12T11:09:06.705281Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2328c2d8-323f-4d91-bea8-7cf5c720e725 · outbound

This paper cites Beyond a G aussian denoiser: residual learning of deep CNN for image denoising.

Hierarchical Information Flow for Generalized Efficient Image Restoration Beyond a G aussian denoiser: residual learning of deep CNN for image denoising

Reference 91

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.011173Z

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 2c9ada68-3641-4f88-a702-efb03b7c1036 · outbound

This paper cites Learning deep cnn denoiser prior for image restoration.

Hierarchical Information Flow for Generalized Efficient Image Restoration Learning deep cnn denoiser prior for image restoration

Reference 92

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:07.003713Z

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 26e71939-33d4-4af1-b628-12c43aa5b327 · outbound

This paper cites Ffdnet: Toward a fast and flexible solution for cnn-based image denoising.

Hierarchical Information Flow for Generalized Efficient Image Restoration Ffdnet: Toward a fast and flexible solution for cnn-based image denoising

Reference 93

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:06.996527Z

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 fa5b449f-5830-4dff-b3fa-87eb8b04db18 · outbound

This paper cites Plug-and-play image restoration with deep denoiser prior.

Hierarchical Information Flow for Generalized Efficient Image Restoration Plug-and-play image restoration with deep denoiser prior

Reference 94

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:06.987792Z

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 3a3ec9f6-8079-47a2-90ad-21955e6b73a3 · outbound

This paper cites Color demosaicking by local directional interpolation and nonlocal adaptive thresholding.

Hierarchical Information Flow for Generalized Efficient Image Restoration Color demosaicking by local directional interpolation and nonlocal adaptive thresholding

Reference 95

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:06.979326Z

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 75f82f58-07ad-40b0-8ff3-0bcda9bb9d2e · outbound

This paper cites Image super-resolution using very deep residual channel attention networks.

Hierarchical Information Flow for Generalized Efficient Image Restoration Image super-resolution using very deep residual channel attention networks

Reference 96

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:06.971787Z

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 a0bbd990-3c5c-4aa2-857a-79031d12c47b · outbound

This paper cites Residual dense network for image super-resolution.

Hierarchical Information Flow for Generalized Efficient Image Restoration Residual dense network for image super-resolution

Reference 97

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:09:06.962815Z

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 b3142cb1-afba-4f6a-be42-8ee9a08497d5 · outbound

This paper cites Residual Non-local Attention Networks for Image Restoration.

Hierarchical Information Flow for Generalized Efficient Image Restoration Residual Non-local Attention Networks for Image Restoration

Reference 98

Resolution: unresolved; no resolver link, observed 2026-08-12T11:09:06.729022Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06b5d69d-bd15-4e74-879a-c507f6bf9a15 · outbound

This paper cites @esa (Ref.

Hierarchical Information Flow for Generalized Efficient Image Restoration @esa (Ref

Reference 99

Resolution: unresolved; no resolver link, observed 2026-08-12T11:09:06.731877Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c53a3fa2-003a-48f4-8cd3-5b249741f9df · outbound

This paper cites an unresolved cited work.

Hierarchical Information Flow for Generalized Efficient Image Restoration Unresolved cited work

Reference 100

Resolution: unresolved; no resolver link, observed 2026-08-12T11:09:06.734442Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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