Paper Citation Record · LEDGER

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation

As of 24 August 2026, this Paper Citation Record lists 71 of 71 outbound references and 2 inbound Pith citation observations for arXiv:2412.15845.

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

pith.paper-citation-record.v1
2412.15845 v1

Coverage vector

measured 71 of 71 reference resolution

Typed states for the displayed outbound observations.

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measured 73 of 73 standing notices

One-hop event checks from named stored sources.

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measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:27:56.795087Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T23:20:13.339300Z

Reference resolution

71 of 71 outbound references displayed

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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 81cfe5ef-6a5f-4ff0-8eac-382a56883f75 · outbound

This paper cites Hy- perspectral image denoising via self-modulating convolutional neural networks,.

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Hy- perspectral image denoising via self-modulating convolutional neural networks,

Reference 1

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Observation 228589c7-33df-428b-b737-e635f0dccd6a · outbound

This paper cites Multi- stage image denoising with the wavelet transform,.

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Multi- stage image denoising with the wavelet transform,

Reference 2

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Observation 604dd8b7-c7f5-4d28-a8df-e9e262b0404b · outbound

This paper cites Blind2unblind: Self-supervised im- age denoising with visible blind spots,.

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Blind2unblind: Self-supervised im- age denoising with visible blind spots,

Reference 3

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Observation 7dc417fc-7d5e-4dff-b26f-7670a0de0245 · outbound

This paper cites Hybrid transformer-cnn for real image denoising,.

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Hybrid transformer-cnn for real image denoising,

Reference 4

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Observation 7b69d3ac-1eb9-4903-8bb0-59737246a3f7 · outbound

This paper cites Efficient and accu- rate multi-scale topological network for single image dehazing,.

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Efficient and accu- rate multi-scale topological network for single image dehazing,

Reference 5

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Observation 40f919d9-942d-4c1b-912e-f28680ca26c0 · outbound

This paper cites Single uhd image dehazing via interpretable pyramid network,.

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Single uhd image dehazing via interpretable pyramid network,

Reference 6

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Observation cdcdfc57-d7ea-47cf-b2de-ac64772a2a77 · outbound

This paper cites A new fast and efficient dehazing and defogging algorithm for single remote sensing images,.

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation A new fast and efficient dehazing and defogging algorithm for single remote sensing images,

Reference 7

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Observation 93c25158-7844-4a0f-adcf-397a80d673ae · outbound

This paper cites A new approach for training a physics-based dehazing network using synthetic images,.

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation A new approach for training a physics-based dehazing network using synthetic images,

Reference 8

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Observation 378a9329-7896-471f-93bf-7369c4469bab · outbound

This paper cites Restoring vision in adverse weather conditions with patch-based denoising diffusion models,.

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Restoring vision in adverse weather conditions with patch-based denoising diffusion models,

Reference 9

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Observation 1b21b3bf-d589-46f6-a833-c577993e9a44 · outbound

This paper cites Learning a sparse transformer network for effective image deraining,.

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Learning a sparse transformer network for effective image deraining,

Reference 10

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Observation 6e83181e-7bc0-4e08-9136-339918a6c16a · outbound

This paper cites Ensemble single image deraining network via progressive structural boosting constraints,.

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Ensemble single image deraining network via progressive structural boosting constraints,

Reference 11

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Observation 861b4792-5d01-4e5c-82df-3057eb0f6ce2 · outbound

This paper cites Cumulative rain density sensing network for single image derain,.

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Cumulative rain density sensing network for single image derain,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:05:04.897402Z

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Observation 4815544e-01d8-4b2d-84e4-42f17d2ca502 · outbound

This paper cites Self-supervised multi- scale pyramid fusion networks for realistic bokeh effect rendering,.

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Self-supervised multi- scale pyramid fusion networks for realistic bokeh effect rendering,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:05:04.881733Z

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Observation a1697cc2-8d73-40e8-bdb0-683dba7321da · outbound

This paper cites Structure- preserving deraining with residue channel prior guidance,.

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Structure- preserving deraining with residue channel prior guidance,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:05:04.864755Z

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Observation fe984031-8584-41da-916a-92bf0634003d · outbound

This paper cites Cascaded transformer u-net for image restoration,.

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Cascaded transformer u-net for image restoration,

Reference 15

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Observation 5fbca548-54c8-42b9-aeaf-199c12b08173 · outbound

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

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation All-in-one image restoration for unknown corruption,

Reference 16

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Observation 35095d1b-9aca-4636-9008-6490b2df54f2 · outbound

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

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Ingredient-oriented multi-degradation learning for image restoration,

Reference 17

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Observation 75828ef6-a1ff-4cdd-9c63-44a2bd9bb103 · outbound

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

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation ProRes: Exploring Degradation-aware Visual Prompt for Universal Image Restoration

Reference 18

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Observation fa0109ec-95d2-4fa0-ac7d-0438aeee7c36 · outbound

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

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Promptir: Prompting for all-in-one image restoration,

Reference 19

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Observation 9054e8d5-2a3c-4046-b11b-a32f6b562409 · outbound

This paper cites Attention is all you need,.

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Attention is all you need,

Reference 20

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Observation ebdaac09-d3ba-401e-94d4-6d6d3f696e3b · outbound

This paper cites End-to-end object detection with transformers,.

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation End-to-end object detection with transformers,

Reference 21

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Observation 9553126e-4054-4994-81eb-27decd2ae1fe · outbound

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

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 22

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

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Swin transformer: Hierarchical vision transformer using shifted windows,

Reference 23

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Observation a9e7eb45-40a0-498e-b9c4-aa7f6798871b · outbound

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

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Mamba: Linear-Time Sequence Modeling with Selective State Spaces

Reference 24

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This paper cites Combining recurrent, convolutional, and continuous-time models with linear state space layers,.

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Combining recurrent, convolutional, and continuous-time models with linear state space layers,

Reference 25

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This paper cites Simplified State Space Layers for Sequence Modeling.

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Simplified State Space Layers for Sequence Modeling

Reference 26

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Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Vmamba: Visual state space model,

Reference 27

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This paper cites U-Mamba: Enhancing Long-range Dependency for Biomedical Image Segmentation.

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation U-Mamba: Enhancing Long-range Dependency for Biomedical Image Segmentation

Reference 28

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This paper cites Vision Mamba: Efficient Visual Representation Learning with Bidirectional State Space Model.

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Vision Mamba: Efficient Visual Representation Learning with Bidirectional State Space Model

Reference 29

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Observation bdfdd4a5-9850-40af-8c8f-a0f6205d9fdc · outbound

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

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation All in one bad weather removal using architectural search,

Reference 30

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This paper cites Pre-trained image processing transformer,.

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Pre-trained image processing transformer,

Reference 31

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Observation b6c31cc0-ce93-4214-9fcb-4763dc23e25b · outbound

This paper cites Learning multiple adverse weather removal via two-stage knowledge learning and multi-contrastive regularization: Toward a uni- fied model,.

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Learning multiple adverse weather removal via two-stage knowledge learning and multi-contrastive regularization: Toward a uni- fied model,

Reference 32

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This paper cites Efficiently Modeling Long Sequences with Structured State Spaces.

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Efficiently Modeling Long Sequences with Structured State Spaces

Reference 33

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This paper cites Long Range Language Modeling via Gated State Spaces.

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Long Range Language Modeling via Gated State Spaces

Reference 34

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This paper cites Selective structured state-spaces for long-form video understanding,.

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Selective structured state-spaces for long-form video understanding,

Reference 35

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This paper cites Efficient movie scene detection using state-space transformers,.

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Efficient movie scene detection using state-space transformers,

Reference 36

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Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation S4nd: Modeling images and videos as multidimensional signals with state spaces,

Reference 37

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This paper cites Sarkar, Text analytics with Python: a practitioner’s guide to natural language processing.

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Sarkar, Text analytics with Python: a practitioner’s guide to natural language processing

Reference 38

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This paper cites Improving natural language processing tasks with human gaze-guided neural attention,.

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Improving natural language processing tasks with human gaze-guided neural attention,

Reference 39

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Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Imagen editor and editbench: Advancing and evaluating text-guided image inpainting,

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Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Smartbrush: Text and shape guided object inpainting with diffusion model,

Reference 41

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Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Learning to prompt for vision- language models,

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Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Restormer: Efficient transformer for high-resolution image restoration,

Reference 43

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Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Layer Normalization

Reference 44

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Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation GLU Variants Improve Transformer

Reference 45

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Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Crossvit: Cross-attention multi- scale vision transformer for image classification,

Reference 46

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Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Prompt-to-Prompt Image Editing with Cross Attention Control

Reference 47

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Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation High- resolution image synthesis with latent diffusion models,

Reference 48

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Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Image denoising using deep cnn with batch renormalization,

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:05:04.552444Z

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This paper cites Lightweight pyramid networks for image deraining,.

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Lightweight pyramid networks for image deraining,

Reference 50

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Observation 605c2e37-634c-489d-8949-64f3a1528a28 · outbound

This paper cites Fd-gan: Generative adversarial networks with fusion-discriminator for single image dehaz- ing,.

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Fd-gan: Generative adversarial networks with fusion-discriminator for single image dehaz- ing,

Reference 51

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Observation daad9a27-cc2a-4d3a-9ffc-ce9d726b4192 · outbound

This paper cites Multi-stage progressive image restoration,.

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Multi-stage progressive image restoration,

Reference 52

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Observation 061a92c3-2914-4e83-b2ee-a4ec08db04f5 · outbound

This paper cites A general decoupled learning framework for parameterized image operators,.

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation A general decoupled learning framework for parameterized image operators,

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:05:04.495006Z

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Observation 0468ada2-f205-4708-bc3d-b4a83cc3fd35 · outbound

This paper cites LoRA-IR: Taming Low-Rank Experts for Efficient All-in-One Image Restoration.

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation LoRA-IR: Taming Low-Rank Experts for Efficient All-in-One Image Restoration

Reference 54

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Observation cc62c44d-8683-4715-a160-2765cd72bf27 · outbound

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

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Controlling vision-language models for multi-task image restoration,

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:05:04.479393Z

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Observation d2128ea1-944a-4fd7-b300-69bfe9d601eb · outbound

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

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Deep joint rain detection and removal from a single image,

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:05:04.463919Z

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Observation b7fa6ea3-a0db-4078-a18d-1ac9c95f5296 · outbound

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

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Benchmarking single-image dehazing and beyond,

Reference 57

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Observation 7f9109a7-7b11-486d-a87c-1f3abcd9e91a · outbound

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

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation A database of human segmented natural images and its application to evaluating segmentation algorithms and measuring ecological statistics,

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:05:04.437955Z

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Observation 676362be-e165-4d73-b199-cc0d309022f6 · outbound

This paper cites Color image denoising via sparse 3d collaborative filtering with grouping constraint in luminance-chrominance space,.

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Color image denoising via sparse 3d collaborative filtering with grouping constraint in luminance-chrominance space,

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:05:04.421664Z

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Observation bd3946fa-4b15-4b34-91e4-70aa3c92afc3 · outbound

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

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Beyond a gaussian denoiser: Residual learning of deep cnn for image denoising,

Reference 60

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Observation d19b93f7-7ac6-4832-816c-496d3a254627 · outbound

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

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Learning deep cnn denoiser prior for image restoration,

Reference 61

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Observation ae67c758-4a9d-4b18-9fae-eed91d802d7a · outbound

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

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Ffdnet: Toward a fast and flexible solution for cnn-based image denoising,

Reference 62

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Observation 50ada98d-2e3b-46bc-9e8f-ae2b0d5405db · outbound

This paper cites Multi-scale progressive fusion network for single image deraining,.

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Multi-scale progressive fusion network for single image deraining,

Reference 63

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Observation b6d7ab26-9c67-4b0d-9db8-e2d4e674603e · outbound

This paper cites Dynamic scene deblurring with parameter selective sharing and nested skip connections,.

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Dynamic scene deblurring with parameter selective sharing and nested skip connections,

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:05:04.367804Z

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Observation f54fc40d-607b-4a3d-be86-fff34a83f310 · outbound

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

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Dehazenet: An end-to-end system for single image haze removal,

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:05:04.352037Z

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Observation dde00a3c-8c35-4692-8423-09f0f528b383 · outbound

This paper cites Enhanced pix2pix dehazing network,.

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Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:05:04.335677Z

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Observation 5e662a92-8562-40cb-afb5-ebe74f956cab · outbound

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

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Waterloo exploration database: New challenges for image quality assessment models,

Reference 67

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Observation cf36b891-5881-4fc4-8122-b81f61922994 · outbound

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

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Single image super-resolution from transformed self-exemplars,

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T11:05:04.309693Z

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Observation bc36edd9-d6b0-487c-b331-c3bc4f7aacb5 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Adam: A Method for Stochastic Optimization

Reference 69

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Observation eed15c3a-d586-4503-a47b-60481d040cc7 · outbound

This paper cites Scope of validity of psnr in im- age/video quality assessment,.

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Scope of validity of psnr in im- age/video quality assessment,

Reference 70

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Observation 0b27e303-5c68-43b5-852a-2f89425ba4c9 · outbound

This paper cites Image quality assessment: from error visibility to structural similarity,.

Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation Image quality assessment: from error visibility to structural similarity,

Reference 71

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Pith citing papers

Observation 206ef9df-32c6-4f66-bc6d-096ddf8d0c90 · inbound

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M2Restore: Mixture-of-Experts-based Mamba-CNN Fusion Framework for All-in-One Image Restoration Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation

Reference 23

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Observation daaaaca0-bec9-45dc-8b72-9e46f81020a1 · inbound

Frequency-Domain Fusion Transformer for Image Inpainting cites this paper.

Frequency-Domain Fusion Transformer for Image Inpainting Multi-dimensional Visual Prompt Enhanced Image Restoration via Mamba-Transformer Aggregation

Reference 22

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