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Paper Citation Record · LEDGER

ClusIR: Towards Cluster-Guided All-in-One Image Restoration

As of 10 August 2026, this Paper Citation Record lists 75 of 75 outbound references and 3 inbound Pith citation observations for arXiv:2512.10948.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2512.10948 v2

Coverage vector

measured 75 of 75 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T17:01:33.917161Z

measured 78 of 78 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T09:57:23.248759Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

75 of 75 outbound references displayed

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Outbound references

Observation bfcede27-3a71-48b2-946d-40226bd966c7 · outbound

This paper cites Contour detection and hierarchical image seg- mentation.IEEE Trans.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Contour detection and hierarchical image seg- mentation.IEEE Trans

Reference 1

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Observation 1f888e7b-3106-4671-a384-4023b3ca599a · outbound

This paper cites Dehazenet: An end-to-end system for single image haze removal.IEEE Trans.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Dehazenet: An end-to-end system for single image haze removal.IEEE Trans

Reference 2

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Observation c6218f59-766c-437e-a089-2c0bde6f1b4b · outbound

This paper cites Retinexformer: One-stage retinex- based transformer for low-light image enhancement.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Retinexformer: One-stage retinex- based transformer for low-light image enhancement

Reference 3

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Observation fdd95b33-076d-48cf-a4d7-a2fd7353dda0 · outbound

This paper cites Emerg- ing properties in self-supervised vision transformers.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Emerg- ing properties in self-supervised vision transformers

Reference 4

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Observation 2f7247c6-3b28-44df-9648-9ec864255739 · outbound

This paper cites Simple baselines for image restoration.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Simple baselines for image restoration

Reference 5

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Observation a73bf447-e7ae-4bdd-ae72-eabae730b9d0 · outbound

This paper cites Learn- ing a sparse transformer network for effective image derain- ing.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Learn- ing a sparse transformer network for effective image derain- ing

Reference 6

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Observation 773c9664-cd81-4799-8f3d-bc643daef042 · outbound

This paper cites Hierarchical integration diffu- sion model for realistic image deblurring.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Hierarchical integration diffu- sion model for realistic image deblurring

Reference 7

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Observation 7d275629-d4d7-46f5-90f3-2ccd950405c5 · outbound

This paper cites High- quality image restoration following human instructions.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration High- quality image restoration following human instructions

Reference 8

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Observation 8ac55d2f-8497-46fc-a93c-afbf7b265297 · outbound

This paper cites Image restoration via frequency selection.IEEE Trans.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Image restoration via frequency selection.IEEE Trans

Reference 9

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Observation ed7e79bd-7cdd-47aa-aa0e-5a385d9337d0 · outbound

This paper cites Hy- brid frequency modulation network for image restoration.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Hy- brid frequency modulation network for image restoration

Reference 10

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Observation 540f117f-7c1c-43b6-be77-1a2da3c1b820 · outbound

This paper cites Khan, Alois Knoll, Mubarak Shah, and Fahad Shahbaz Khan.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Khan, Alois Knoll, Mubarak Shah, and Fahad Shahbaz Khan

Reference 11

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Observation b30fa013-421e-4e14-a019-8cf9c572f875 · outbound

This paper cites FD-GAN: generative adversarial networks with fusion-discriminator for single image dehazing.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration FD-GAN: generative adversarial networks with fusion-discriminator for single image dehazing

Reference 12

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Observation 34f65ea8-e158-464f-baf0-323bcbbe4adf · outbound

This paper cites Kodak Lossless True Color Image Suite,.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Kodak Lossless True Color Image Suite,

Reference 13

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Observation 4150fa0a-b55a-4ebe-a140-6b0b901dea43 · outbound

This paper cites Dy- namic scene deblurring with parameter selective sharing and nested skip connections.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Dy- namic scene deblurring with parameter selective sharing and nested skip connections

Reference 14

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Observation 339a6757-bfd8-4d02-a51a-61b6da5db1a7 · outbound

This paper cites Onerestore: A universal restoration frame- work for composite degradation.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Onerestore: A universal restoration frame- work for composite degradation

Reference 15

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Observation b33a26e9-ec27-4689-b35a-8ec6516461e4 · outbound

This paper cites Proto-former: Unified facial landmark detection by prototype transformer.arXiv preprint arXiv:2510.15338, 2025.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Proto-former: Unified facial landmark detection by prototype transformer.arXiv preprint arXiv:2510.15338, 2025

Reference 16

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Observation 0db05cc7-e90d-4c49-9bc5-3f2b1f2b28fa · outbound

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

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Sin- gle image super-resolution from transformed self-exemplars

Reference 17

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Observation 29696465-e67b-4e66-8b9d-64da98eae80f · outbound

This paper cites Single target tracking in high-resolution satellite videos: a comprehensive review.Geo-Spatial In- formation Science, 28(3):966–995, 2025.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Single target tracking in high-resolution satellite videos: a comprehensive review.Geo-Spatial In- formation Science, 28(3):966–995, 2025

Reference 18

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Observation 9a21377c-2f3c-46e0-9908-5b0224b34c21 · outbound

This paper cites Cat-AIR: Content and Task-Aware All-in-One Image Restoration.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Cat-AIR: Content and Task-Aware All-in-One Image Restoration

Reference 19

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Observation c3397cfb-8b0e-46d7-91d3-c68422d94b0f · outbound

This paper cites Deblurgan: Blind motion deblurring using conditional adversarial networks.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Deblurgan: Blind motion deblurring using conditional adversarial networks

Reference 20

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Observation 66745308-2717-445f-b505-4dae848fc9b9 · outbound

This paper cites Benchmarking single- image dehazing and beyond.IEEE Trans.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Benchmarking single- image dehazing and beyond.IEEE Trans

Reference 21

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Observation 15bf0a71-52e6-41be-84ae-0b73c0a0db27 · outbound

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

ClusIR: Towards Cluster-Guided All-in-One Image Restoration All-in-one image restoration for unknown corruption

Reference 22

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Observation d08815e9-88e6-4c8c-9ea3-0db4a392f022 · outbound

This paper cites Hybrid Agents for Image Restoration.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Hybrid Agents for Image Restoration

Reference 23

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Observation 6a998e48-9611-4dee-9b98-6c5cdb5d6eb6 · outbound

This paper cites Ada4dir: An adaptive model-driven all-in-one image restora- tion network for remote sensing images.Information Fusion, 118:102930, 2025.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Ada4dir: An adaptive model-driven all-in-one image restora- tion network for remote sensing images.Information Fusion, 118:102930, 2025

Reference 24

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Observation e3977771-1d69-4481-858e-1ec0b043074c · outbound

This paper cites UniRestorer: Universal Image Restoration via Adaptively Estimating Image Degradation at Proper Granularity.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration UniRestorer: Universal Image Restoration via Adaptively Estimating Image Degradation at Proper Granularity

Reference 25

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Observation 4b034ccb-8ae2-4932-b859-e44d6408adae · outbound

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

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Multi-task Image Restoration Guided By Robust DINO Features

Reference 26

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Observation 03bbbfb7-e741-4e4e-b8ff-f8777389d1b3 · outbound

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

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Tape: Task-agnostic prior embedding for image restoration

Reference 27

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Observation d1cd381d-ceb4-4fe1-9a90-d8d4f35e0f0c · outbound

This paper cites Up- restorer: When unrolling meets prompts for unified image restoration.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Up- restorer: When unrolling meets prompts for unified image restoration

Reference 28

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Observation e24ac3e8-401e-493f-a178-3c8d9b94fcfd · outbound

This paper cites Facial expression recognition with heatmap neighbor contrastive learning.IEEE Trans.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Facial expression recognition with heatmap neighbor contrastive learning.IEEE Trans

Reference 29

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Observation 26eaab72-f750-4ab1-bf86-eeb2e50fbaa7 · outbound

This paper cites WM-MoE: Weather-aware Multi-scale Mixture-of-Experts for Blind Adverse Weather Removal.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration WM-MoE: Weather-aware Multi-scale Mixture-of-Experts for Blind Adverse Weather Removal

Reference 30

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Observation 87b67cb3-ab4e-40c7-8b5e-9d2863906d8d · outbound

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

ClusIR: Towards Cluster-Guided All-in-One Image Restoration ProRes: Exploring Degradation-aware Visual Prompt for Universal Image Restoration

Reference 31

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Observation b393b652-207f-49a2-b083-c540d8c4fa61 · outbound

This paper cites Waterloo exploration database: New challenges for image quality as- sessment models.IEEE Trans.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Waterloo exploration database: New challenges for image quality as- sessment models.IEEE Trans

Reference 32

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Observation 37059d60-4b3f-4cdf-a713-68ac20d3189c · outbound

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

ClusIR: Towards Cluster-Guided All-in-One Image Restoration A database of human segmented natural images and its application to evaluating segmentation algorithms and measuring ecological statistics

Reference 33

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Observation 7741a2da-43c8-43e3-8ecf-3d0b5d158c89 · outbound

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

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Deep multi-scale convolutional neural network for dynamic scene deblurring

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Observation e899e091-642b-4ade-ac2e-0ad7b16d6676 · outbound

This paper cites Understanding SSIM.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Understanding SSIM

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Observation bbe591bc-0f47-41f4-9329-20720e2bcd05 · outbound

This paper cites DINOv2: Learning Robust Visual Features without Supervision.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration DINOv2: Learning Robust Visual Features without Supervision

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Observation 04ee5357-6aae-414a-8f08-eb86f129966a · outbound

This paper cites Restoring vision in adverse weather conditions with patch-based denoising dif- fusion models.IEEE Trans.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Restoring vision in adverse weather conditions with patch-based denoising dif- fusion models.IEEE Trans

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Observation bd4bcf6c-f2bc-4ee8-8f8f-a5602016bd89 · outbound

This paper cites Promptir: Prompting for all-in-one blind image restoration.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Promptir: Prompting for all-in-one blind image restoration

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source=pdf_text observed=2026-08-03T17:01:30.020015Z digest=sha256:95eb3e5f032ddb58b790f28bffd84075fdb8a5ebe42de706c1e82e8570ee47b2

Observation bbbbff8a-fc91-4a6c-8537-09a4bd0ca315 · outbound

This paper cites Learning transferable visual models from natural language supervi- sion.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Learning transferable visual models from natural language supervi- sion

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source=pdf_text observed=2026-08-03T17:01:30.208735Z digest=sha256:04c21166180b7c8e85fc52a3e4298dc0837c3ba11622e2b95ecab59c79bbd186

Observation 12051f55-1c7d-434f-ad93-57e808423716 · outbound

This paper cites Adaptive dy- namic filtering network for image denoising.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Adaptive dy- namic filtering network for image denoising

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source=pdf_text observed=2026-08-03T17:01:30.331655Z digest=sha256:a191e3a61a9d3b515aaea720cee7c5000798b318922465f0f0021e1d34981fb3

Observation 8762360d-96c8-43a0-8e1b-0d1ed0df831e · outbound

This paper cites Vision transformers for single image dehazing.IEEE Trans.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Vision transformers for single image dehazing.IEEE Trans

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source=pdf_text observed=2026-08-03T17:01:30.533756Z digest=sha256:36b77435972e284e17f2eaf9648096c9c815225a7f43b91316cf08a4ae7b9f39

Observation 6595670b-4f3f-4ae3-87db-b4205fb2b490 · outbound

This paper cites BaryIR: Learning Multi-Source Unified Representation in Continuous Barycenter Space for Generalizable All-in-One Image Restoration.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration BaryIR: Learning Multi-Source Unified Representation in Continuous Barycenter Space for Generalizable All-in-One Image Restoration

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source=pdf_text observed=2026-08-03T17:01:30.678759Z digest=sha256:d0fd33ad4b6fcfd23965f9feefbda97313901af359171f96876f16577e381203

Observation 7732b445-4229-41ef-98b4-e55f031a80f5 · outbound

This paper cites Degradation-aware feature perturbation for all- in-one image restoration.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Degradation-aware feature perturbation for all- in-one image restoration

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source=pdf_text observed=2026-08-03T17:01:30.776672Z digest=sha256:cf776656443f85f3dca49f9e466065dabd4a8c165a86722547f774e4bd0da40b

Observation 92872c17-b20c-46db-87ef-b69cd4a30d23 · outbound

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

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Stripformer: Strip transformer for fast image deblurring

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source=pdf_text observed=2026-08-03T17:01:30.975193Z digest=sha256:8a702101a75d97e04de5a13f8d5fbf3f70944c256261a0ec643b035027b69884

Observation 8499854b-74e5-4fb5-8005-0f9ca394b2d9 · outbound

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

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Transweather: Transformer-based restoration of im- ages degraded by adverse weather conditions

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source=pdf_text observed=2026-08-03T17:01:31.115285Z digest=sha256:691eebffbe8d446afba12321e47a70a9b402d8fad42f39581ef53850bbf0ffd0

Observation 4079c743-22f2-431a-925a-1eee5cf4aa86 · outbound

This paper cites Precise facial landmark detection by reference heatmap transformer.IEEE Trans.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Precise facial landmark detection by reference heatmap transformer.IEEE Trans

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source=pdf_text observed=2026-08-03T17:01:31.153461Z digest=sha256:501829e58aa92ec529da5b54c9edd9088eb3234200ea9d1765bba28f5a329d5b

Observation 724db0a5-d980-4c1a-ae73-feea3b3c1bf9 · outbound

This paper cites Gewdiff: Geometric enhanced wavelet-based diffu- sion model for hyperspectral image super-resolution.arXiv preprint arXiv:2511.07103, 2025.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Gewdiff: Geometric enhanced wavelet-based diffu- sion model for hyperspectral image super-resolution.arXiv preprint arXiv:2511.07103, 2025

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source=pdf_text observed=2026-08-03T17:01:31.216134Z digest=sha256:f3fb1f04957abe4683e000b90bc6da344c6930a923f4f626ea04ea9254362f3a

Observation 48527e3d-aaa2-4a1b-9cc6-54472abffe39 · outbound

This paper cites Gridformer: Residual dense transformer with grid struc- ture for image restoration in adverse weather conditions.Int.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Gridformer: Residual dense transformer with grid struc- ture for image restoration in adverse weather conditions.Int

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source=pdf_text observed=2026-08-03T17:01:31.266583Z digest=sha256:7c455b68e6f3af9c4d96b21455042d90fdd8f49634795e6e201dd09bd30bcdf3

Observation 534d4cac-b7aa-4709-853e-7eb434393b1f · outbound

This paper cites M2Restore: Mixture-of-Experts-based Mamba-CNN Fusion Framework for All-in-One Image Restoration.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration M2Restore: Mixture-of-Experts-based Mamba-CNN Fusion Framework for All-in-One Image Restoration

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source=pdf_text observed=2026-08-03T17:01:31.345635Z digest=sha256:f0c4e9187f52c6eabd685a6ead2ca647507e028619227c773d97563fbbef3005

Observation c7e774b5-5bc8-476e-8c08-fcea75e1acb9 · outbound

This paper cites Deep retinex decomposition for low-light enhancement.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Deep retinex decomposition for low-light enhancement

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source=pdf_text observed=2026-08-03T17:01:31.476991Z digest=sha256:2a8adf38ec5c4b33f60af81f401bae5c85ceef70807f9f3f6db5133150fdcac9

Observation 2c2c5987-3330-4223-b117-152c65878aef · outbound

This paper cites Dswinir: Rethinking window-based attention for image restoration, 2025.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Dswinir: Rethinking window-based attention for image restoration, 2025

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source=pdf_text observed=2026-08-03T17:01:31.581635Z digest=sha256:f00727476fc2e2af65ed5167702182664ef3ce8ea4ad0cd10b8aaf490cc759dd

Observation 769c6262-a7b1-4b85-a540-c64d901c9d08 · outbound

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

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Uretinex-net: Retinex-based deep unfolding network for low-light image enhancement

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source=pdf_text observed=2026-08-03T17:01:31.734121Z digest=sha256:ccdd19fd6da600b3186ee2eae045bd34279877ac588c55efeb3a15a8d5c3c1f1

Observation b0a65268-bd21-480b-94a7-6147cd9c1fd0 · outbound

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

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Diffir: Efficient diffusion model for image restoration

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source=pdf_text observed=2026-08-03T17:01:31.785184Z digest=sha256:6b7989df2615467cf2c27a0515a582ed8fa4d010e6f92fdcd2514796ba26a4c7

Observation 14f6ea4b-2f14-45b8-9009-1fe9495e4954 · outbound

This paper cites Occlusion-embedded hybrid transformer for light field super-resolution.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Occlusion-embedded hybrid transformer for light field super-resolution

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source=pdf_text observed=2026-08-03T17:01:31.867420Z digest=sha256:cda0a3cf8a594352b14e3b7c0e1a6950de5751b6b0c6cff17e2e45320004d618

Observation 03a658d9-9a81-494c-b2c5-a8adf6296da4 · outbound

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

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Low-light image enhancement via structure modeling and guidance

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source=pdf_text observed=2026-08-03T17:01:31.961665Z digest=sha256:21125d3e4a5524f585d804ab96432613d8bdb427d992b64a0a4c4b3937fe33c0

Observation cc3305e6-030e-464b-bbd8-05bd8632ee55 · outbound

This paper cites Language- driven all-in-one adverse weather removal.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Language- driven all-in-one adverse weather removal

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source=pdf_text observed=2026-08-03T17:01:32.096274Z digest=sha256:aef95271625b48b19415d6ef8b2068802562e04443d0c42ed9cc3a93508f95da

Observation 7153fcd6-87f3-47dd-ac5a-42266b192007 · outbound

This paper cites Deep joint rain detection and removal from a single image.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Deep joint rain detection and removal from a single image

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source=pdf_text observed=2026-08-03T17:01:32.262572Z digest=sha256:054ab718e772811905cba883ea3948b4b0044061eef1fd167a39b08737ecec85

Observation 22049137-4ffa-4645-a8bb-f54abed3de43 · outbound

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

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Neural degradation representation learning for all-in-one image restoration.IEEE Trans

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source=pdf_text observed=2026-08-03T17:01:32.338365Z digest=sha256:1a6aa522bd216a99bdd03dbfd5ee367dab5b80cd90b860b5e717ec9d26334540

Observation 13b6fb9f-a781-461a-97b2-2c228acf2fe3 · outbound

This paper cites Wave-vit: Unifying wavelet and transformers for vi- sual representation learning.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Wave-vit: Unifying wavelet and transformers for vi- sual representation learning

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source=pdf_text observed=2026-08-03T17:01:32.464200Z digest=sha256:ab3d5d14e4bc10b022f994024845ef4c03d33417bcb1f991aa5e636f6fa544a3

Observation 40ecd326-26b6-4baf-ad13-869373105847 · outbound

This paper cites Uncertainty guided multi-scale residual learning-using a cycle spinning cnn for single image de-raining.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Uncertainty guided multi-scale residual learning-using a cycle spinning cnn for single image de-raining

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source=pdf_text observed=2026-08-03T17:01:32.558797Z digest=sha256:46acef8b2467c283c711d4cebacc41fd200706ae7e08b186bda1701393c83039

Observation deb28cdd-5415-4f25-aedc-568e047b6c1c · outbound

This paper cites Multi-expert adaptive selection: Task-balancing for all-in- one image restoration.IEEE Trans.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Multi-expert adaptive selection: Task-balancing for all-in- one image restoration.IEEE Trans

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source=pdf_text observed=2026-08-03T17:01:32.638165Z digest=sha256:5e3800045e29aec75c5b7f543c499a801c2097ba69b0fcf44c7d6a46dbcdc9fd

Observation 79d64b93-9c5f-4732-992c-b319910b4e84 · outbound

This paper cites Com- plexity experts are task-discriminative learners for any image restoration.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Com- plexity experts are task-discriminative learners for any image restoration

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source=pdf_text observed=2026-08-03T17:01:32.733673Z digest=sha256:63de9d653c2b2e9a3362e2a3be4cbb386e3b2bbb7af85e36374369c4747a8185

Observation 3ce8d6d5-3045-4148-a00c-6a1492fc6c54 · outbound

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

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Learning enriched features for real image restoration and enhancement

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source=pdf_text observed=2026-08-03T17:01:32.800831Z digest=sha256:34fc329b03feda77da81ae932707cddead5a93081afc33745a520372550cc20a

Observation 868c20fd-ad21-45d0-ae49-36bfe728e56b · outbound

This paper cites Khan, Mu- nawar Hayat, Fahad Shahbaz Khan, Ming-Hsuan Yang, and Ling Shao.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Khan, Mu- nawar Hayat, Fahad Shahbaz Khan, Ming-Hsuan Yang, and Ling Shao

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source=pdf_text observed=2026-08-03T17:01:32.906528Z digest=sha256:db19dcb47af5b733f24e317ec5c99e43d898dfebc8409738ebae01540d1b45b2

Observation 98d668b9-bc6c-410e-aad4-be8cbc447551 · outbound

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

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Restormer: Efficient transformer for high-resolution image restoration

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source=pdf_text observed=2026-08-03T17:01:32.996378Z digest=sha256:f92b2cb3256392caa7df90e97c1a0b0214308e42b604eaab551df3747e08ef1b

Observation f6aae2a4-e3bf-464b-a7b3-cd503b87e007 · outbound

This paper cites Learning enriched features for fast image restoration and enhancement.IEEE Trans.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Learning enriched features for fast image restoration and enhancement.IEEE Trans

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source=pdf_text observed=2026-08-03T17:01:33.103048Z digest=sha256:393b7584aa7936458e33c420511f42c410ba4cc0500ab0c1c02de19334eb8582

Observation 2dec12b2-f5c0-44d9-9a75-22edfc6c5eca · outbound

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

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Ingredient-oriented multi-degradation learning for image restoration

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source=pdf_text observed=2026-08-03T17:01:33.200569Z digest=sha256:423b2221248906a70505b4f879eb57c682351d3ba2a2571d07f4d7a390b14505

Observation fe7f0729-e1d9-496d-8aca-eba69ec24bea · outbound

This paper cites A tale of two features: Stable diffusion complements dino for zero-shot semantic correspondence.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration A tale of two features: Stable diffusion complements dino for zero-shot semantic correspondence

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source=pdf_text observed=2026-08-03T17:01:33.302402Z digest=sha256:db33297c6396d180243d2b44e3d787680da32b0e4296a473d2f048c2224036fc

Observation bbe87a0a-11a1-4e9c-87ed-f6ba6d9648b4 · outbound

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

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Beyond a gaussian denoiser: Residual learning of deep cnn for image denoising.IEEE Trans

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source=pdf_text observed=2026-08-03T17:01:33.398276Z digest=sha256:4a05c7b6b9682728a2508fc1a76ce828f95b49d7894f46a54d0474b070318f13

Observation ff0ebc9c-8a0d-4ab7-8dcc-256f4f2a42d6 · outbound

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

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Ffdnet: Toward a fast and flexible solution for cnn-based image denoising

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source=pdf_text observed=2026-08-03T17:01:33.491973Z digest=sha256:626a3ea515d1f474d97606dc8527917ed24687753e62d98e38849fe608a2d95e

Observation f7bb176a-bc89-490b-ba26-b71c04408118 · outbound

This paper cites Efficient deweahter mixture- of-experts with uncertainty-aware feature-wise linear mod- ulation.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Efficient deweahter mixture- of-experts with uncertainty-aware feature-wise linear mod- ulation

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source=pdf_text observed=2026-08-03T17:01:33.590822Z digest=sha256:89b561083bec7d41ba8efaaa56f1c06fcaf1292fa2015412f7c71ed4dd943602

Observation 06723f14-a7be-4cac-a7f4-dbf84ed85a32 · outbound

This paper cites Perceive-ir: Learning to perceive degra- dation better for all-in-one image restoration.IEEE Trans.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Perceive-ir: Learning to perceive degra- dation better for all-in-one image restoration.IEEE Trans

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source=pdf_text observed=2026-08-03T17:01:33.687148Z digest=sha256:a76e5f6986a1ca4845ec164e6782589f3b856c7554c15db8dcbd519dc83424c4

Observation e8df59e9-ad38-4d26-87da-e4df5bf07436 · outbound

This paper cites Seeing the unseen: A fre- quency prompt guided transformer for image restoration.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Seeing the unseen: A fre- quency prompt guided transformer for image restoration

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source=pdf_text observed=2026-08-03T17:01:33.808288Z digest=sha256:d6e2662b4aaca4632a061328d07a6cc27d65c2e15f95444ce3637c35bcd62eb3

Observation 556db466-ff98-4b3c-9ac2-23beff88bf31 · outbound

This paper cites Learn- ing weather-general and weather-specific features for im- age restoration under multiple adverse weather conditions.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Learn- ing weather-general and weather-specific features for im- age restoration under multiple adverse weather conditions

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Resolution
unresolved
no resolver link, observed 2026-08-03T17:01:33.917161Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation eaddcc81-73c3-41f0-b7ea-8747d8e13aef · outbound

This paper cites Available:http : / / r0k.

ClusIR: Towards Cluster-Guided All-in-One Image Restoration Available:http : / / r0k

Reference 1999

Resolution
unresolved
no resolver link, observed 2026-08-03T17:01:26.196195Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:01:26.196195Z digest=sha256:51187d4b4008045894c504c39413e90b89743324786ed01fe7dc5a18058ae9b8

Pith citing papers

Observation 16254bc1-11ca-446c-be7b-6cb980fb351f · inbound

QuReC: All-in-One Image Restoration with Query-Specific Guidance and Local-Global Response Calibration cites this paper.

QuReC: All-in-One Image Restoration with Query-Specific Guidance and Local-Global Response Calibration ClusIR: Towards Cluster-Guided All-in-One Image Restoration

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-02T00:14:07.900634Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 5c74d0c4-0c2c-4606-994d-153a1e0f1244 · inbound

CoRE-UIR: Prior-guided common and residual experts for efficient all-in-one remote sensing image restoration cites this paper.

CoRE-UIR: Prior-guided common and residual experts for efficient all-in-one remote sensing image restoration ClusIR: Towards Cluster-Guided All-in-One Image Restoration

Reference 20

Resolution
unresolved
no resolver link, observed 2026-07-31T23:28:12.482748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 2eaa72de-7122-472d-b013-b923f1fabf67 · inbound

SpikeRestormer: Towards Energy-Efficient All-in-One Image Restoration via Unified Event Reasoning cites this paper.

SpikeRestormer: Towards Energy-Efficient All-in-One Image Restoration via Unified Event Reasoning ClusIR: Towards Cluster-Guided All-in-One Image Restoration

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-04T09:57:23.248759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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