Universal Image Restoration via Internalized Chain-of-Thought Reasoning | Paper Citation Record

Observation 15053164-013f-43a1-9c06-d24484ff8b83 · outbound

This paper cites Jarvisir: Elevating au- tonomous driving perception with intelligent image restoration,.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Jarvisir: Elevating au- tonomous driving perception with intelligent image restoration,

Reference 1

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Observation b6ae5499-7ba9-444c-88a5-57b336b33cfe · outbound

This paper cites Recondreamer: Crafting world models for driving scene reconstruction via online restoration,.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Recondreamer: Crafting world models for driving scene reconstruction via online restoration,

Reference 2

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Observation b48fa2d3-162f-45e7-9253-c54d37570277 · outbound

This paper cites Pair: Perception aided image restoration for natural driving conditions,.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Pair: Perception aided image restoration for natural driving conditions,

Reference 3

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Observation 866abc80-79d5-42ea-b297-555ac424c9ec · outbound

This paper cites Agent-Centric Observation Adaptation for Robust Visual Control under Dynamic Perturbations.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Agent-Centric Observation Adaptation for Robust Visual Control under Dynamic Perturbations

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-07-03T20:08:56.592588Z

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Observation f6ff1036-a59f-439e-a97d-2fde00f17f9b · outbound

This paper cites Learning mutual view information graph for adaptive adversarial collaborative perception,.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Learning mutual view information graph for adaptive adversarial collaborative perception,

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-07-03T20:08:56.580003Z

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Observation 31e72cec-b02e-4b62-9a89-7572fb4a7709 · outbound

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

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Learning weather-general and weather- specific features for image restoration under multiple adverse weather conditions,

Reference 6

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Observation a875f58f-7f80-4f9f-b82b-c6a68dc92059 · outbound

This paper cites Unified trans- former network for multi-weather image restoration,.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Unified trans- former network for multi-weather image restoration,

Reference 7

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Observation 3fed5ab3-cf53-49da-a257-3daecbe12a84 · outbound

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

Universal Image Restoration via Internalized Chain-of-Thought Reasoning PromptIR: Prompting for all-in-one image restoration,

Reference 8

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Observation 38e11477-912f-4da0-a59f-a3736ef80364 · outbound

This paper cites Onerestore: A universal restoration framework for com- posite degradation,.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Onerestore: A universal restoration framework for com- posite degradation,

Reference 9

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Observation e34303bf-74fd-4996-bb43-c935e9001477 · outbound

This paper cites Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model

Reference 10

Resolution: verified exact; local_arxiv, observed 2026-07-03T20:08:56.579425Z

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Observation 76ed1931-e726-4d00-b9de-d96339031aca · outbound

This paper cites Chain-of-Restoration: Multi-Task Image Restoration Models are Zero-Shot Step-by-Step Universal Image Restorers.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Chain-of-Restoration: Multi-Task Image Restoration Models are Zero-Shot Step-by-Step Universal Image Restorers

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-07-03T20:08:56.599861Z

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Observation a8154312-f72c-4413-bbca-10f31f50739f · outbound

This paper cites Restoreagent: Au- tonomous image restoration agent via multimodal large language models,.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Restoreagent: Au- tonomous image restoration agent via multimodal large language models,

Reference 12

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Observation a0d2c8e7-8003-4f7e-8a7a-204a6282a455 · outbound

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

Universal Image Restoration via Internalized Chain-of-Thought Reasoning An intelligent agentic system for complex image restoration problems,

Reference 13

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Observation db734e60-62be-457f-b3c9-ebdf658a68a1 · outbound

This paper cites Boyd and L.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Boyd and L

Reference 14

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Observation 7ac9afd0-68fd-4f0e-9477-8ef65a7972b0 · outbound

This paper cites Flux. 1 kontext: Flow matching for in-context image generation and editing in latent space,.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Flux. 1 kontext: Flow matching for in-context image generation and editing in latent space,

Reference 15

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Observation c043d301-dc43-48a3-8105-4967083d3b56 · outbound

This paper cites FLUX.2: Frontier Visual Intelligence,.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning FLUX.2: Frontier Visual Intelligence,

Reference 16

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Observation 7f67be84-151a-4e14-8330-4b016282965a · outbound

This paper cites Denoising diffusion prob- abilistic models,.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Denoising diffusion prob- abilistic models,

Reference 17

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Observation ea740948-6876-47af-ab7a-9d4be6b398c7 · outbound

This paper cites Denoising Diffusion Implicit Models.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Denoising Diffusion Implicit Models

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-07-03T20:08:56.596491Z

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Observation 964e2611-35b0-4783-93a9-cfd41b8d8755 · outbound

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

Universal Image Restoration via Internalized Chain-of-Thought Reasoning High-resolution image synthesis with latent diffusion models,

Reference 19

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Observation 51c55b07-4766-42e0-a302-56dfceb5510d · outbound

This paper cites Scalable diffusion models with transformers,.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Scalable diffusion models with transformers,

Reference 20

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Observation 0844773e-dadb-4474-9b0e-d349f146e969 · outbound

This paper cites Flow matching for generative modeling,.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Flow matching for generative modeling,

Reference 21

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Observation 5646b4cb-d6ab-4d2f-997f-b166d9a58bb4 · outbound

This paper cites Flow straight and fast: Learning to generate and transfer data with rectified flow,.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Flow straight and fast: Learning to generate and transfer data with rectified flow,

Reference 22

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Observation 278a3053-d76b-41fe-812c-7ec78d5e3b8a · outbound

This paper cites One step diffusion via shortcut models,.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning One step diffusion via shortcut models,

Reference 23

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Observation 701364eb-2d6e-4e6b-a890-277043d45e66 · outbound

This paper cites Mean flows for one-step generative modeling,.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Mean flows for one-step generative modeling,

Reference 24

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Observation 3c09208c-cd4e-49f9-af22-2c7426ddbb2f · outbound

This paper cites Adversarial diffusion compression for real-world image super-resolution,.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Adversarial diffusion compression for real-world image super-resolution,

Reference 25

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Observation f9888006-50d0-4279-b933-aabe693e5ff0 · outbound

This paper cites Diffbir: Toward blind image restoration with generative diffusion prior,.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Diffbir: Toward blind image restoration with generative diffusion prior,

Reference 26

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Observation 79519d97-fc4b-4328-a6c6-5518d5c438ab · outbound

This paper cites Exploiting diffusion prior for real-world image super- resolution,.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Exploiting diffusion prior for real-world image super- resolution,

Reference 27

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Observation 320031f1-c7c1-40a9-98a1-a900899630d5 · outbound

This paper cites Pixel-aware stable diffusion for realistic image super- resolution and personalized stylization,.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Pixel-aware stable diffusion for realistic image super- resolution and personalized stylization,

Reference 28

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Observation 32374557-510f-404f-a829-b4ea934207ae · outbound

This paper cites Lumina-OmniLV: A Unified Multimodal Framework for General Low-Level Vision.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Lumina-OmniLV: A Unified Multimodal Framework for General Low-Level Vision

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-07-03T20:08:56.603558Z

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Observation 2ad34180-d357-4332-9813-8948959297cb · outbound

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

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Scaling up to excellence: Practicing model scaling for photo-realistic image restoration in the wild,

Reference 30

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Observation 32c4f5d1-c952-48c8-bf1d-0042160bbe31 · outbound

This paper cites One-step ef- fective diffusion network for real-world image super- resolution,.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning One-step ef- fective diffusion network for real-world image super- resolution,

Reference 31

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Observation 1548d3f1-edaf-49c5-8267-38798f033d52 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models,.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Chain-of-thought prompting elicits reasoning in large language models,

Reference 32

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Observation 25e74940-c7ee-48b1-8844-45262a196d14 · outbound

This paper cites Self-consistency improves chain of thought reasoning in language models,.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Self-consistency improves chain of thought reasoning in language models,

Reference 33

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Observation 2fbccbea-fdbe-434b-a2bf-4d366e6d7baa · outbound

This paper cites Least- to-most prompting enables complex reasoning in large language models,.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Least- to-most prompting enables complex reasoning in large language models,

Reference 34

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Observation 3c5c2165-ed74-49ba-bc98-acbfe659b4e2 · outbound

This paper cites Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers

Reference 35

Resolution: verified exact; local_arxiv, observed 2026-07-03T20:08:56.564882Z

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Observation 04c29cee-4cc0-4fdf-8713-d82534076e2c · outbound

This paper cites Thinking with Generated Images.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Thinking with Generated Images

Reference 36

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Observation 045d8872-2fd9-4503-b6e6-68cd8a91a6f0 · outbound

This paper cites Mmada: Multimodal large diffusion language models,.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Mmada: Multimodal large diffusion language models,

Reference 37

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Observation 97e19096-a88a-40ec-b21f-4cbabf249441 · outbound

This paper cites Disentangling visual embeddings for attributes and objects,.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Disentangling visual embeddings for attributes and objects,

Reference 38

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Observation a7e5d2a0-530e-4c1c-837b-cc0d52d574c3 · outbound

This paper cites Qwen2.5-VL Technical Report.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Qwen2.5-VL Technical Report

Reference 39

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Observation 483a8096-a56c-40d9-920e-e50ec78e4742 · outbound

This paper cites an unresolved cited work.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Unresolved cited work

Reference 40

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Observation bb96c7b5-977c-4aa0-a482-05720528ed9a · outbound

This paper cites Exploring the limits of transfer learning with a unified text-to-text transformer,.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Exploring the limits of transfer learning with a unified text-to-text transformer,

Reference 41

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Observation e05ba88a-346b-4db6-8f0a-8e34b645bcec · outbound

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

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Gligen: Open-set grounded text-to-image generation,

Reference 42

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Observation 0d6509e5-0010-47e6-9a4f-18a4f6813f65 · outbound

This paper cites Cooper: A library for constrained optimization in deep learning,.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Cooper: A library for constrained optimization in deep learning,

Reference 43

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Observation cb65948b-cd05-417d-8172-b0a535849d49 · outbound

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

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Instructir: High- quality image restoration following human instructions,

Reference 44

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Observation b7ede357-1ba8-4ebc-9afd-0df77b062f3a · outbound

This paper cites Controlling vision-language models for multi- task image restoration,.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Controlling vision-language models for multi- task image restoration,

Reference 45

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Observation 98313703-7c15-4457-98df-490cb63b568b · outbound

This paper cites Harnessing diffusion-yielded score priors for image restoration,.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Harnessing diffusion-yielded score priors for image restoration,

Reference 46

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Observation 27169beb-4346-44ca-bd0b-dc4114816511 · outbound

This paper cites Lucidflux: Caption- free universal image restoration via a large-scale diffu- sion transformer,.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Lucidflux: Caption- free universal image restoration via a large-scale diffu- sion transformer,

Reference 47

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This paper cites Neural discrete representation learning,.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Neural discrete representation learning,

Reference 48

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

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Autodir: Auto- matic all-in-one image restoration with latent diffusion,

Reference 49

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Observation 9ebe0e8a-590e-4391-b25c-70ab94541b95 · outbound

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

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Selective hourglass mapping for universal image restoration based on diffusion model,

Reference 50

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Observation 179263a7-7cfb-4d8d-9b50-ec744582fe52 · outbound

This paper cites Unirestore: Unified perceptual and task-oriented image restoration model using diffusion prior,.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Unirestore: Unified perceptual and task-oriented image restoration model using diffusion prior,

Reference 51

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Observation 9b2784f5-fcfa-4904-8274-95f05ae470b9 · outbound

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

Universal Image Restoration via Internalized Chain-of-Thought Reasoning All- in-one image restoration for unknown corruption,

Reference 52

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Observation 531e95bf-73f5-442d-b8f4-61a9cec01408 · outbound

This paper cites Towards Effective Multiple-in-One Image Restoration: A Sequential and Prompt Learning Strategy.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Towards Effective Multiple-in-One Image Restoration: A Sequential and Prompt Learning Strategy

Reference 53

Resolution: verified exact; arxiv_id, observed 2026-07-03T20:08:56.588592Z

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Observation 3a6fc973-c314-44e3-933a-5f992e6176b0 · outbound

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

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Deep joint rain detection and removal from a single image,

Reference 54

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Observation 96ab22f4-68e5-4606-89af-0089032eb4c0 · outbound

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

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Nh-haze: An image dehazing benchmark with non-homogeneous hazy and haze-free images,

Reference 55

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Observation 635ad89f-5d57-47ce-81ab-f03b0efdabdc · outbound

This paper cites Benchmarking single-image dehazing and beyond,.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Benchmarking single-image dehazing and beyond,

Reference 56

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Observation c605ba8c-8fd6-4e1a-b411-dbe2086fb1a6 · outbound

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

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Desnownet: Context-aware deep network for snow removal,

Reference 57

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Observation 7e479b50-6d4e-4596-a2dc-e0fd3c51e556 · outbound

This paper cites Stacked conditional gener- ative adversarial networks for jointly learning shadow detection and shadow removal,.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Stacked conditional gener- ative adversarial networks for jointly learning shadow detection and shadow removal,

Reference 58

Resolution: unresolved; no resolver link, observed 2026-06-27T01:34:34.269899Z

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Observation f521cde3-b770-4d6d-a4d8-3e8a322542be · outbound

This paper cites Seeing deeply and bidirectionally: a deep learning approach for single image reflection removal,.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Seeing deeply and bidirectionally: a deep learning approach for single image reflection removal,

Reference 59

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Observation 736da0d3-1066-4cd0-b626-0ba0ff7623a7 · outbound

This paper cites Real-world underwater enhancement: Challenges, benchmarks, and solutions under natural light,.

Universal Image Restoration via Internalized Chain-of-Thought Reasoning Real-world underwater enhancement: Challenges, benchmarks, and solutions under natural light,

Reference 60

Resolution: unresolved; no resolver link, observed 2026-06-27T01:34:34.269899Z

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