Paper Citation Record · LEDGER

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration

As of 14 August 2026, this Paper Citation Record lists 76 of 76 outbound references and 3 inbound Pith citation observations for arXiv:2412.00878.

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

pith.paper-citation-record.v1
2412.00878 v2

Coverage vector

measured 76 of 76 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T04:57:58.742379Z

measured 79 of 79 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:41:36.228176Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T00:29:13.873853Z

Reference resolution

76 of 76 outbound references displayed

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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 995b22f8-4101-42e6-a4e7-a352ad221692 · outbound

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

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Multimodal prompt perceiver: Empower adap- tiveness generalizability and fidelity for all-in-one image restoration

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:58:00.132098Z

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Observation 3bb2f988-b55c-4afa-9d64-2d209e050f34 · outbound

This paper cites Invariant Risk Minimization.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Invariant Risk Minimization

Reference 2

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Observation b9665b9a-0998-4715-a732-9a65ceb178f5 · outbound

This paper cites Spatext: Spatio-textual representation for con- trollable image generation.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Spatext: Spatio-textual representation for con- trollable image generation

Reference 3

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Observation 65937357-a072-4143-8561-9d2219b0945d · outbound

This paper cites Improving image generation with better captions.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Improving image generation with better captions

Reference 4

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Observation ac3d196c-1619-464a-af41-3fc754150185 · outbound

This paper cites Toward real-world single image super-resolution: A new benchmark and a new model.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Toward real-world single image super-resolution: A new benchmark and a new model

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:58:00.085507Z

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Observation 39ac861e-2d26-4583-80e9-3d54bb4f1e02 · outbound

This paper cites Real-world blind super-resolution via feature matching with implicit high- resolution priors.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Real-world blind super-resolution via feature matching with implicit high- resolution priors

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:58:00.066294Z

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Observation 50245054-996f-48eb-a559-120f82786275 · outbound

This paper cites Low-res leads the way: Improving generalization for super-resolution by self-supervised learning.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Low-res leads the way: Improving generalization for super-resolution by self-supervised learning

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:58:00.045191Z

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Observation 83338bea-6f66-4aaa-b6eb-112514d1553e · outbound

This paper cites ShareGPT4V: Improving Large Multi-Modal Models with Better Captions.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration ShareGPT4V: Improving Large Multi-Modal Models with Better Captions

Reference 8

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Observation b9a99b5c-43b1-4f95-97e2-b9ee15d78647 · outbound

This paper cites Imagenet: A large-scale hierarchical image database.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Imagenet: A large-scale hierarchical image database

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:58:00.019057Z

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Observation 1b18c0aa-071c-49c8-9d1a-8f2724d65dbd · outbound

This paper cites Diffusion mod- els beat gans on image synthesis.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Diffusion mod- els beat gans on image synthesis

Reference 10

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Observation 9d3a4628-e8fc-4411-85f2-b397dd06af39 · outbound

This paper cites Image quality assessment: Unifying structure and texture similarity.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Image quality assessment: Unifying structure and texture similarity

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:57:59.984938Z

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Observation b56e46a7-6ea5-4cb4-9e13-ae2be73eb82f · outbound

This paper cites Learning in- variant representation for unsupervised image restoration.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Learning in- variant representation for unsupervised image restoration

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:57:59.962231Z

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Observation dd412ba8-2277-4b44-a339-f49695d1ecdf · outbound

This paper cites Generative dif- fusion prior for unified image restoration and enhancement.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Generative dif- fusion prior for unified image restoration and enhancement

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:57:59.943304Z

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Observation 14cf79f0-b5d2-4d3a-bc94-4825c9887647 · outbound

This paper cites Text-guided explorable image super-resolution.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Text-guided explorable image super-resolution

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:57:59.923983Z

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Observation f2990bbd-83b4-4b63-8991-915bd1de351b · outbound

This paper cites Optimizing prompts for text-to-image generation.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Optimizing prompts for text-to-image generation

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:57:59.905066Z

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Observation 36e8685d-1a57-44d9-aeba-59b9ff3b5d7e · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration LoRA: Low-Rank Adaptation of Large Language Models

Reference 16

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Observation fa46cc55-38ac-4295-bd99-56738ec4e101 · outbound

This paper cites ELLA: Equip Diffusion Models with LLM for Enhanced Semantic Alignment.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration ELLA: Equip Diffusion Models with LLM for Enhanced Semantic Alignment

Reference 17

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Source-reported events for the cited work

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Observation 6b1d3bf1-5fd6-47e3-96ba-c32c8ee62631 · outbound

This paper cites Denoising diffusion restoration models.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Denoising diffusion restoration models

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:57:59.886845Z

Source-reported events for the cited work

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Observation a7def6c0-08f0-4113-9f8f-d0873a9d3b2b · outbound

This paper cites Musiq: Multi-scale image quality transformer.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Musiq: Multi-scale image quality transformer

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:57:59.867473Z

Source-reported events for the cited work

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Observation fcc94808-e15c-4fb6-9514-ced9c677ba56 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Adam: A Method for Stochastic Optimization

Reference 20

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Observation 91b3f334-8ce8-4d50-b430-a38638d7feb2 · outbound

This paper cites Segment any- thing.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Segment any- thing

Reference 21

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Observation 15372167-0900-47c3-9353-b94f74584c4d · outbound

This paper cites Wilds: A benchmark of in-the- wild distribution shifts.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Wilds: A benchmark of in-the- wild distribution shifts

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:57:59.834744Z

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Observation 18b9409b-199b-4a86-b72f-2737c3603f33 · outbound

This paper cites Reflash dropout in image super-resolution.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Reflash dropout in image super-resolution

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:57:59.814358Z

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Observation 1be0bf59-ee9f-4298-8507-2e476bbb00b2 · outbound

This paper cites Benchmarking single- image dehazing and beyond.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Benchmarking single- image dehazing and beyond

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:57:59.795003Z

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Observation 67693520-9905-441a-864f-8862020bb1ef · outbound

This paper cites Invariant information bot- tleneck for domain generalization.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Invariant information bot- tleneck for domain generalization

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:57:59.775598Z

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Observation b849ce46-5d74-43d9-8c7c-7a5310eab0c1 · outbound

This paper cites Learning degradation rep- resentations for image deblurring.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Learning degradation rep- resentations for image deblurring

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:57:59.756771Z

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Observation 55be145a-03b4-4104-9b92-48e32fba4ff6 · outbound

This paper cites Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:57:59.735926Z

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Observation 7a9f5c93-7ff5-4862-9bb5-0a87aa9af833 · outbound

This paper cites Best-buddy gans for highly detailed image super-resolution.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Best-buddy gans for highly detailed image super-resolution

Reference 28

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Observation b720679d-a404-4a4e-8d4e-f3478414e09e · outbound

This paper cites Learning distortion invariant representation for im- age restoration from a causality perspective.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Learning distortion invariant representation for im- age restoration from a causality perspective

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:57:59.704662Z

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Observation a03f1de8-05aa-4891-8f32-3d6e13388c37 · outbound

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

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Swinir: Image restoration us- ing swin transformer

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:57:59.686091Z

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Observation d2917036-fe46-45fb-ba7c-22b0d15b44f2 · outbound

This paper cites Efficient and degradation-adaptive network for real-world image super- resolution.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Efficient and degradation-adaptive network for real-world image super- resolution

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:57:59.667065Z

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Observation 9f94984b-8015-4a95-8505-0a8d9a5b3389 · outbound

This paper cites Details or artifacts: A locally discriminative learning approach to realistic image super-resolution.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Details or artifacts: A locally discriminative learning approach to realistic image super-resolution

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:57:59.647784Z

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Observation 86221dc4-69ea-4ad3-b147-6672bf8c0bdb · outbound

This paper cites Improving image restoration through removing degradations in textual repre- sentations.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Improving image restoration through removing degradations in textual repre- sentations

Reference 33

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Observation e45e63f3-ca34-4f2c-805e-8c1487977e03 · outbound

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

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration DiffBIR: Towards Blind Image Restoration with Generative Diffusion Prior

Reference 34

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This paper cites Blind image super-resolution: A survey and beyond.TPAMI, 45(5):5461–5480, 2022.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Blind image super-resolution: A survey and beyond.TPAMI, 45(5):5461–5480, 2022

Reference 35

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Observation c8081930-98b4-4747-8c7c-5934bd7d3869 · outbound

This paper cites Accelerating Diffusion Models for Inverse Problems through Shortcut Sampling.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Accelerating Diffusion Models for Inverse Problems through Shortcut Sampling

Reference 36

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This paper cites Improved baselines with visual instruction tuning.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Improved baselines with visual instruction tuning

Reference 37

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Observation 284deef5-269c-4be4-94ef-69f086340447 · outbound

This paper cites Visual instruction tuning.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Visual instruction tuning

Reference 38

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Observation 5e1e89c2-d9a4-40db-a955-5b5d2bf991a3 · outbound

This paper cites Degae: A new pretraining paradigm for low-level vision.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Degae: A new pretraining paradigm for low-level vision

Reference 39

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Observation 11b9fe0d-c229-46fb-bb36-9804d8d648c1 · outbound

This paper cites Evaluating the generalization ability of super- resolution networks.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Evaluating the generalization ability of super- resolution networks

Reference 40

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Observation ed5e20e2-cbf2-441f-84bb-b91d38529db0 · outbound

This paper cites Evaluating the generalization ability of super- resolution networks.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Evaluating the generalization ability of super- resolution networks

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:57:59.511747Z

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Observation 59b83c69-6989-4d50-b2b5-7495ba703517 · outbound

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

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Desnownet: Context-aware deep network for snow removal

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:57:59.493267Z

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Observation 0d52df6d-ae9f-4eed-a888-df8131c7fde0 · outbound

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

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 43

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This paper cites Photo-Realistic Image Restoration in the Wild with Controlled Vision-Language Models.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Photo-Realistic Image Restoration in the Wild with Controlled Vision-Language Models

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-12T04:57:58.579056Z

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Observation be07f82f-9f5d-411f-adc8-b0657c144f00 · outbound

This paper cites Domain invariant representation learning with do- main density transformations.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Domain invariant representation learning with do- main density transformations

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:57:59.472075Z

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Observation 0f73f14c-7e67-4e6e-94ff-9a8dde6bb8fe · outbound

This paper cites Sdxl: Improving latent diffusion models for high-resolution image synthesis.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Sdxl: Improving latent diffusion models for high-resolution image synthesis

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:57:59.453766Z

Source-reported events for the cited work

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Observation 19233905-cb0d-452a-9f65-7c6442e49394 · outbound

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

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Learn- ing transferable visual models from natural language super- vision

Reference 47

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Source-reported events for the cited work

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Observation 3ae591bc-ebae-4cc9-ae1a-ffbf5fc9ac8f · outbound

This paper cites Moe-diffir: Task-customized diffusion priors for universal compressed image restoration.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Moe-diffir: Task-customized diffusion priors for universal compressed image restoration

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:57:59.421534Z

Source-reported events for the cited work

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Observation a4369f46-bfdc-4aa0-8c8c-4c7bb15291a7 · outbound

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

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration High-resolution image syn- thesis with latent diffusion models

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:57:59.400050Z

Source-reported events for the cited work

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Observation 1bbbf7d2-276d-41bd-b04c-84ff2aa5c0db · outbound

This paper cites Coser: Bridging image and language for cognitive super-resolution.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Coser: Bridging image and language for cognitive super-resolution

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:57:59.380970Z

Source-reported events for the cited work

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Observation 997161d2-6c77-45b0-90e3-9bf90d215f75 · outbound

This paper cites Explore image deblurring via encoded blur kernel space.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Explore image deblurring via encoded blur kernel space

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:57:59.362437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6b169695-2715-44bd-8191-3124e3746772 · outbound

This paper cites Unsplash dataset.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Unsplash dataset

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:57:59.343699Z

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No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 68c10bb7-5c07-4b48-98b3-59b5c3aac54e · outbound

This paper cites Navigating beyond dropout: An intriguing solution to- wards generalizable image super resolution.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Navigating beyond dropout: An intriguing solution to- wards generalizable image super resolution

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:57:59.325521Z

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Observation a7b309bc-2149-4320-aebd-cf0e5354f195 · outbound

This paper cites Ex- ploring clip for assessing the look and feel of images.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Ex- ploring clip for assessing the look and feel of images

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-12T04:57:58.632803Z

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Observation b10c59b3-2181-4b54-96a6-c37e89d23a8b · outbound

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

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Exploiting diffusion prior for real-world image super-resolution

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:57:59.295633Z

Source-reported events for the cited work

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Observation 0bd6e7fe-99cb-463d-aaab-439701590e3d · outbound

This paper cites Self-supervised deep image restoration via adaptive stochastic gradient langevin dynam- ics.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Self-supervised deep image restoration via adaptive stochastic gradient langevin dynam- ics

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:57:59.277273Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 52e08cb8-b7fd-4948-8414-c6623e9a8449 · outbound

This paper cites CogVLM: Visual Expert for Pretrained Language Models.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration CogVLM: Visual Expert for Pretrained Language Models

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-12T04:57:58.648038Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5012902-e09f-49d5-9e13-ea7b765552d4 · outbound

This paper cites Real-esrgan: Training real-world blind super-resolution with pure synthetic data.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Real-esrgan: Training real-world blind super-resolution with pure synthetic data

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:57:59.258232Z

Source-reported events for the cited work

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Observation 87c632cc-e1c7-4d20-bf76-0bfebd494631 · outbound

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

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-12T04:57:58.657916Z

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Observation 5fd57294-f2ea-469c-a149-24c235bf3c6c · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large lan- guage models.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Chain-of-thought prompting elicits reasoning in large lan- guage models

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:57:59.238683Z

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No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 68c9c687-84ef-43d3-be6b-915725274194 · outbound

This paper cites Component divide-and-conquer for real-world image super-resolution.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Component divide-and-conquer for real-world image super-resolution

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:57:59.219140Z

Source-reported events for the cited work

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Observation b86f29b5-ca40-4de3-9fd6-b5b1dee22abf · outbound

This paper cites Seesr: Towards semantics-aware real-world image super-resolution.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Seesr: Towards semantics-aware real-world image super-resolution

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:57:59.200433Z

Source-reported events for the cited work

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Observation d305d160-b043-4bdd-98ae-5f09f03d0e52 · outbound

This paper cites Llmga: Multimodal large language model based gener- ation assistant.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Llmga: Multimodal large language model based gener- ation assistant

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:57:59.183914Z

Source-reported events for the cited work

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Observation fbf7e818-ee19-4acb-8df1-b24ab7611231 · outbound

This paper cites Unsupervised image restoration with quality-task- perception loss.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Unsupervised image restoration with quality-task- perception loss

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:57:59.167313Z

Source-reported events for the cited work

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Observation 309e18b0-4475-4ced-9894-f612dfe37487 · outbound

This paper cites Mastering text-to-image dif- fusion: Recaptioning, planning, and generating with multi- modal llms.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Mastering text-to-image dif- fusion: Recaptioning, planning, and generating with multi- modal llms

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:57:59.150537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation bc392735-4bc7-4cb5-bd3e-9be1f77745e7 · outbound

This paper cites Maniqa: Multi-dimension attention network for no-reference image quality assessment.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Maniqa: Multi-dimension attention network for no-reference image quality assessment

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:57:59.131961Z

Source-reported events for the cited work

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Observation 59f55227-dd86-45f1-b3c7-e5855e167876 · outbound

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

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Pixel-aware stable diffusion for realistic im- age super-resolution and personalized stylization

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-12T04:57:58.696773Z

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Observation d4359a5a-406e-4a93-bc4f-1dbabbd15c29 · outbound

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

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Scaling up to excellence: Practicing model scaling for photo- realistic image restoration in the wild

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:57:59.100587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 0648db1f-0c45-4884-92c2-aabd8688ceb5 · outbound

This paper cites PromptFix: You Prompt and We Fix the Photo.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration PromptFix: You Prompt and We Fix the Photo

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-12T04:57:58.706552Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba5f1875-8956-49f2-85ae-8e093cb1baf5 · outbound

This paper cites DifFace: Blind Face Restoration with Diffused Error Contraction.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration DifFace: Blind Face Restoration with Diffused Error Contraction

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-12T04:57:58.711763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 099bdf42-a365-48af-8573-7e359335854e · outbound

This paper cites Designing a practical degradation model for deep blind image super-resolution.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Designing a practical degradation model for deep blind image super-resolution

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:57:59.081964Z

Source-reported events for the cited work

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Observation 72d1bf22-494a-47f4-b682-41f1e897d8b9 · outbound

This paper cites A feature-enriched completely blind image quality evaluator.IEEE Transactions on Image Processing, 24(8):2579–2591, 2015.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration A feature-enriched completely blind image quality evaluator.IEEE Transactions on Image Processing, 24(8):2579–2591, 2015

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-12T04:57:58.721685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0194402c-391a-4252-9d57-34dfea680d5a · outbound

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

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration The unreasonable effectiveness of deep features as a perceptual metric

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-12T04:57:58.726617Z

Source-reported events for the cited work

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Observation b15355df-1d6d-4ee3-8af8-17288645b74d · outbound

This paper cites Blind image quality assessment via vision- language correspondence: A multitask learning perspective.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Blind image quality assessment via vision- language correspondence: A multitask learning perspective

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:57:59.040608Z

Source-reported events for the cited work

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Observation a3b7dc8a-35df-4841-99b5-6ceb58d4168d · outbound

This paper cites Diff-Restorer: Unleashing Visual Prompts for Diffusion-based Universal Image Restoration.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Diff-Restorer: Unleashing Visual Prompts for Diffusion-based Universal Image Restoration

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-12T04:57:58.737142Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4ed6698-7d90-40f9-978e-2857cba7639b · outbound

This paper cites Self-supervised image restoration with blurry and noisy pairs.

Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration Self-supervised image restoration with blurry and noisy pairs

Reference 76

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:57:59.023272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Pith citing papers

Observation 31fa6f6a-14c0-4d47-9393-cd0bef9da828 · inbound

TurboVSR: Fantastic Video Upscalers and Where to Find Them cites this paper.

TurboVSR: Fantastic Video Upscalers and Where to Find Them Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-06T21:41:36.228176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d7871aa-d9f7-4ab1-8cf7-4e0690a3224e · inbound

Enhancing Zero-Shot Brain Tumor Subtype Classification via Fine-Grained Patch-Text Alignment cites this paper.

Enhancing Zero-Shot Brain Tumor Subtype Classification via Fine-Grained Patch-Text Alignment Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration

Reference 129

Resolution: unresolved; no resolver link, observed 2026-08-06T05:31:24.792178Z

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Unavailable: canonical work link unavailable.

Observation 9951e272-92f8-45b5-862b-1455fa4ce866 · inbound

MDTD-ArtIR: Benchmarking Image Editing and Restoration Models for Art Image Restoration under Texture-Overlay Degradations cites this paper.

MDTD-ArtIR: Benchmarking Image Editing and Restoration Models for Art Image Restoration under Texture-Overlay Degradations Beyond Pixels: Text Enhances Generalization in Real-World Image Restoration

Reference 47

Resolution: verified exact; local_arxiv, observed 2026-08-05T00:29:14.084753Z

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No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.