Paper Citation Record · LEDGER

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey

As of 18 August 2026, this Paper Citation Record lists 78 of 78 outbound references and 3 inbound Pith citation observations for arXiv:2505.16161.

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

pith.paper-citation-record.v1
2505.16161 v1

Coverage vector

measured 78 of 78 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:07:54.909143Z

measured 81 of 81 standing notices

One-hop event checks from named stored sources.

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measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-30T21:52:22.965688Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-18T04:40:53.280631Z

Reference resolution

78 of 78 outbound references displayed

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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f139b094-3b22-49b6-b34d-7a4ff9594953 · outbound

This paper cites Video streaming in ultra high definition (4k and 8k) on a portable device employing a versatile video coding standard,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Video streaming in ultra high definition (4k and 8k) on a portable device employing a versatile video coding standard,

Reference 1

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Observation c0f58646-ecd8-46ec-8e26-9247804e16ad · outbound

This paper cites 5g-uhd: Design, prototyping and empirical evaluation of adaptive ultra-high-definition video streaming based on scalable H.265 in virtualised 5g networks,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey 5g-uhd: Design, prototyping and empirical evaluation of adaptive ultra-high-definition video streaming based on scalable H.265 in virtualised 5g networks,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:08:08.179037Z

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Observation 0bddb3ca-5421-404d-843f-8686392c87bf · outbound

This paper cites Full UHD 360-degree video dataset and modeling of rate-distortion characteristics and head movement navigation,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Full UHD 360-degree video dataset and modeling of rate-distortion characteristics and head movement navigation,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:08:08.090136Z

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Observation 6b6eba73-69d0-42c2-b550-966ef918a62e · outbound

This paper cites Ultra- high definition (8k uhd) endoscope: our first clinical success,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Ultra- high definition (8k uhd) endoscope: our first clinical success,

Reference 4

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Observation 5d43b929-b497-45bd-bd36-4265f63dc055 · outbound

This paper cites High-resolution image compression algorithms in remote sensing imaging,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey High-resolution image compression algorithms in remote sensing imaging,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:08:07.899508Z

Source-reported events for the cited work

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Observation f49fd37f-6bad-489c-8c60-bfb253ed0b93 · outbound

This paper cites ImageRAG: Enhancing Ultra High Resolution Remote Sensing Imagery Analysis with ImageRAG.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey ImageRAG: Enhancing Ultra High Resolution Remote Sensing Imagery Analysis with ImageRAG

Reference 6

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Observation d0241812-73b6-42d4-ab1c-a83b1dd9c6fb · outbound

This paper cites Multi-stage progressive image restoration,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Multi-stage progressive image restoration,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:08:07.813127Z

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Observation cd9d9485-44aa-4352-bcfd-964ab4f2eea0 · outbound

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

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Restormer: Efficient transformer for high-resolution image restoration,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:08:07.672415Z

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Observation 0b875640-99af-4642-86d6-212220d7a775 · outbound

This paper cites Hinet: Half instance normalization network for image restoration,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Hinet: Half instance normalization network for image restoration,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:08:07.550946Z

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Observation 3d194af5-6ba2-43d1-bf86-b5de121b2678 · outbound

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

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey MAXIM: multi-axis MLP for image processing,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:08:07.344943Z

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Observation 916e8dac-ddc4-48aa-892b-05b3c788717e · outbound

This paper cites Online-updated high-order col- laborative networks for single image deraining,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Online-updated high-order col- laborative networks for single image deraining,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:08:07.136854Z

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Observation 582dc851-f6a0-4d24-8313-1200d1437c04 · outbound

This paper cites Promptrestorer: A prompting image restoration method with degradation perception,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Promptrestorer: A prompting image restoration method with degradation perception,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:08:06.938812Z

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Observation 7d0b8dd6-e453-4131-9370-d2314c43b6fb · outbound

This paper cites Explore internal and external similarity for single image deraining with graph neural networks,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Explore internal and external similarity for single image deraining with graph neural networks,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:08:06.787310Z

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Observation 37cbb752-d700-4405-bd3e-9b5e348a02a1 · outbound

This paper cites Pyramid attention network for image restoration,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Pyramid attention network for image restoration,

Reference 14

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Observation f67cc4ae-984b-4216-9854-f2423fe281b6 · outbound

This paper cites Memory- efficient hierarchical neural architecture search for image restora- tion,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Memory- efficient hierarchical neural architecture search for image restora- tion,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:08:06.311925Z

Source-reported events for the cited work

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Observation 00f756a0-6e50-4370-85ca-e338324493ce · outbound

This paper cites Simple baselines for image restoration,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Simple baselines for image restoration,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:08:06.138614Z

Source-reported events for the cited work

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Observation 3324666a-a4f7-4671-b770-6e9b25a0ee29 · outbound

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

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Learning enriched features for real image restoration and enhancement,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:08:05.964428Z

Source-reported events for the cited work

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Observation 29f292a9-38fe-4e04-92d5-54b43f32bc82 · outbound

This paper cites Deep retinex decomposi- tion for low-light enhancement,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Deep retinex decomposi- tion for low-light enhancement,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:08:05.768859Z

Source-reported events for the cited work

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Observation 3192129b-9c8d-477c-b26c-d742fe567823 · outbound

This paper cites Learning to enhance low-light image via zero-reference deep curve estimation,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Learning to enhance low-light image via zero-reference deep curve estimation,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:08:05.576937Z

Source-reported events for the cited work

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Observation ef80f798-98b4-4463-8753-8f5034453b01 · outbound

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

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Uretinex-net: Retinex-based deep unfolding network for low- light image enhancement,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:08:05.393864Z

Source-reported events for the cited work

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Observation 2e9a5329-8798-48f6-ad9f-8ab2fb1972eb · outbound

This paper cites Selfpromer: Self-prompt dehazing transformers with depth- consistency,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Selfpromer: Self-prompt dehazing transformers with depth- consistency,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:08:05.240627Z

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Observation be5e4fc4-b01d-48a3-8957-d892dabc322a · outbound

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

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Dehazenet: An end- to-end system for single image haze removal,

Reference 22

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Observation 7718d126-bdef-4663-bfde-57bd6b1f6168 · outbound

This paper cites All snow removed: Single image desnowing algo- rithm using hierarchical dual-tree complex wavelet representation and contradict channel loss,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey All snow removed: Single image desnowing algo- rithm using hierarchical dual-tree complex wavelet representation and contradict channel loss,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:08:04.994728Z

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Observation 609da87c-2e84-4468-a566-0fa5d22ec869 · outbound

This paper cites JSTASR: joint size and transparency-aware snow removal algorithm based on modified partial convolution and veiling effect removal,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey JSTASR: joint size and transparency-aware snow removal algorithm based on modified partial convolution and veiling effect removal,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:08:04.856523Z

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Observation 3954c5a2-4900-4bd8-9f7f-6ace5d2eb617 · outbound

This paper cites Recurrent squeeze-and- excitation context aggregation net for single image deraining,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Recurrent squeeze-and- excitation context aggregation net for single image deraining,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:08:04.751570Z

Source-reported events for the cited work

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Observation a4c16839-64b7-4953-9349-33cad156d3c8 · outbound

This paper cites DCSFN: deep cross- scale fusion network for single image rain removal,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey DCSFN: deep cross- scale fusion network for single image rain removal,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:08:04.629777Z

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Observation 2bbe4943-702b-4d81-9ffa-b3ecc6dffd2b · outbound

This paper cites Joint self-attention and scale- aggregation for self-calibrated deraining network,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Joint self-attention and scale- aggregation for self-calibrated deraining network,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:08:04.512815Z

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Observation d3192640-2fcf-416a-8b6d-fed95207b7a8 · outbound

This paper cites Single image deraining via deep shared pyramid network,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Single image deraining via deep shared pyramid network,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:08:04.413089Z

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Observation 10c1e272-aa79-45ea-badb-69b1284eeb8e · outbound

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

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Stripformer: Strip transformer for fast image deblurring,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:08:04.271566Z

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Observation 2f29c378-7c69-46a2-b9f6-edf9caa81a00 · outbound

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

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Rethinking coarse-to-fine approach in single image deblurring,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:08:04.178341Z

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Observation 5fa577c8-b7c2-47d5-ba63-2c0a8bd01e68 · outbound

This paper cites Imagenet classifi- cation with deep convolutional neural networks,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Imagenet classifi- cation with deep convolutional neural networks,

Reference 31

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Observation 3f3a9ac9-4ec6-4188-8d13-37b74a5a0918 · outbound

This paper cites Deep residual learning for image recognition,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Deep residual learning for image recognition,

Reference 32

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This paper cites Attention is all you need,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Attention is all you need,

Reference 33

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Observation 392ea376-a8b3-4de6-8dfe-5a662d37f3cd · outbound

This paper cites An image is worth 16x16 words: Transformers for image recognition at scale,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey An image is worth 16x16 words: Transformers for image recognition at scale,

Reference 34

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Observation c26c9202-7fb6-4756-b38d-dde68c12c4a9 · outbound

This paper cites Benchmarking ultra-high-definition image super- resolution,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Benchmarking ultra-high-definition image super- resolution,

Reference 35

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Observation 3d356203-bb7d-4714-ad30-cbc7223cac6e · outbound

This paper cites Ultra-high-definition image dehazing via multi-guided bilateral learning,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Ultra-high-definition image dehazing via multi-guided bilateral learning,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:08:03.795533Z

Source-reported events for the cited work

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Observation 5d79ae53-43a8-4518-bd10-8e65d2f37cb1 · outbound

This paper cites Multi-scale separable network for ultra-high-definition video deblurring,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Multi-scale separable network for ultra-high-definition video deblurring,

Reference 37

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Observation 85f6ec68-e7de-4ef4-badc-6e78c09e5e19 · outbound

This paper cites Ultra- high-definition low-light image enhancement: A benchmark and transformer-based method,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Ultra- high-definition low-light image enhancement: A benchmark and transformer-based method,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:08:03.310733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation dcd58131-27fe-40ef-82bd-793e120fd280 · outbound

This paper cites Embedding fourier for ultra-high-definition low-light image enhancement,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Embedding fourier for ultra-high-definition low-light image enhancement,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:08:03.057876Z

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Observation 1f1de247-db4c-4e36-9f0e-dea91e9d9ea8 · outbound

This paper cites Correlation matching transformation transformers for uhd image restoration,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Correlation matching transformation transformers for uhd image restoration,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:08:02.753767Z

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Observation c4a4b48b-206f-4149-bd72-245df2151643 · outbound

This paper cites Ultra-High-Definition Image Restoration: New Benchmarks and A Dual Interaction Prior-Driven Solution.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Ultra-High-Definition Image Restoration: New Benchmarks and A Dual Interaction Prior-Driven Solution

Reference 41

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Observation 9de26053-88c5-4471-8ca3-1c4017abb209 · outbound

This paper cites UHD low-light image enhancement via interpretable bilateral learning,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey UHD low-light image enhancement via interpretable bilateral learning,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:08:02.402610Z

Source-reported events for the cited work

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Observation bc408f13-a3a8-4a0e-8eee-75e9ba6fe4a6 · outbound

This paper cites Correlation matching transformation transformers for UHD image restoration,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Correlation matching transformation transformers for UHD image restoration,

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:08:02.159632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation acce0af9-9e24-49ce-9470-06867596c504 · outbound

This paper cites Ultra-High-Definition Image Deblurring via Multi-scale Cubic-Mixer.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Ultra-High-Definition Image Deblurring via Multi-scale Cubic-Mixer

Reference 44

Resolution: verified exact; local_arxiv, observed 2026-08-07T15:07:55.822479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 337601b1-fa6d-4439-837b-835799230803 · outbound

This paper cites Dimen- sional transformation mixer for ultra-high-definition industrial camera dehazing,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Dimen- sional transformation mixer for ultra-high-definition industrial camera dehazing,

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:08:01.865512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e2574c1a-6fc5-4029-b04b-1b2757f1a97a · outbound

This paper cites MixNet: Efficient Global Modeling for Ultra-High-Definition Image Restoration.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey MixNet: Efficient Global Modeling for Ultra-High-Definition Image Restoration

Reference 46

Resolution: verified exact; local_arxiv, observed 2026-08-07T15:07:55.565802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a7641fd3-6c1e-4367-95bc-57a5f5a90f53 · outbound

This paper cites Towards Ultra-High-Definition Image Deraining: A Benchmark and An Efficient Method.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Towards Ultra-High-Definition Image Deraining: A Benchmark and An Efficient Method

Reference 47

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Source-reported events for the cited work

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Observation 776020fa-d75b-48c1-b36c-7ec6d35ab2fc · outbound

This paper cites Review Learning: Advancing All-in-One Ultra-High-Definition Image Restoration Training Method.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Review Learning: Advancing All-in-One Ultra-High-Definition Image Restoration Training Method

Reference 48

Resolution: verified exact; local_arxiv, observed 2026-08-07T15:07:55.354715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 92f2c830-fe87-43be-878b-6912fec16d4b · outbound

This paper cites Wave-mamba: Wavelet state space model for ultra-high-definition low-light image enhance- ment,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Wave-mamba: Wavelet state space model for ultra-high-definition low-light image enhance- ment,

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:08:01.527358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9c57fc5f-1d27-493d-b1f4-5d92bcc34816 · outbound

This paper cites TSFormer: A Robust Framework for Efficient UHD Image Restoration.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey TSFormer: A Robust Framework for Efficient UHD Image Restoration

Reference 51

Resolution: verified exact; local_arxiv, observed 2026-08-07T15:07:55.220254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 51003ab1-2517-4ee8-9a2f-1573250019df · outbound

This paper cites Learning non-uniform-sampling for ultra-high-definition image enhancement,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Learning non-uniform-sampling for ultra-high-definition image enhancement,

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:08:01.352361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f2652df7-ff8e-4b86-acd9-a7b46233ad3b · outbound

This paper cites Empowering resampling operation for ultra-high-definition im- age enhancement with model-aware guidance,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Empowering resampling operation for ultra-high-definition im- age enhancement with model-aware guidance,

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:08:01.190820Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 804c59e5-2114-478d-a52e-77e8da4d24d1 · outbound

This paper cites Single UHD im- age dehazing via interpretable pyramid network,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Single UHD im- age dehazing via interpretable pyramid network,

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:08:01.684513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ec69d70a-e702-4b45-97e8-bd7279b99bd2 · outbound

This paper cites DIV8K: diverse 8k resolution image dataset,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey DIV8K: diverse 8k resolution image dataset,

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:08:00.977490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 450832d8-01b2-4e93-ae10-1ad1ac066bb4 · outbound

This paper cites NTIRE 2017 challenge on single image super-resolution: Methods and results,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey NTIRE 2017 challenge on single image super-resolution: Methods and results,

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:08:00.665929Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3fe1a6e8-a586-40ef-919a-40d25ea21ffc · outbound

This paper cites NTIRE 2019 challenge on video deblurring: Methods and results,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey NTIRE 2019 challenge on video deblurring: Methods and results,

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:08:00.423361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 161fc001-7439-49d1-a07b-831a5a194077 · outbound

This paper cites Joint rain detection and removal from a single image with contextualized deep networks,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Joint rain detection and removal from a single image with contextualized deep networks,

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:08:00.154175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ac75324a-57ad-450c-a9fc-258ced03a569 · outbound

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

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Deep joint rain detection and removal from a single image,

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:59.925023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 48026a7f-719f-4b7a-9737-c24a5069d8bb · outbound

This paper cites ALL snow removed: Single image desnowing algorithm using hierarchical dual-tree complex wavelet representation and contra- dict channel loss,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey ALL snow removed: Single image desnowing algorithm using hierarchical dual-tree complex wavelet representation and contra- dict channel loss,

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:59.683734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a6a2b476-196c-4910-bdee-17abd8803b93 · outbound

This paper cites Min P sampling: Balancing creativity and coherence at high temperature,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Min P sampling: Balancing creativity and coherence at high temperature,

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-07T15:07:53.188200Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ef8e0f6-9b53-4209-8c85-b08b8217b92c · outbound

This paper cites U-net: Convolutional networks for biomedical image segmentation,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey U-net: Convolutional networks for biomedical image segmentation,

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:59.443808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7e20d032-61ae-4128-be3a-b79716ba4678 · outbound

This paper cites Feature pyramid networks for object detection,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Feature pyramid networks for object detection,

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:59.202684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e13c5ab1-c921-4500-819e-393bb944caf0 · outbound

This paper cites The perceptron: a probabilistic model for informa- tion storage and organization in the brain.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey The perceptron: a probabilistic model for informa- tion storage and organization in the brain

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:58.977567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 10b92ba0-1c51-4d88-b434-ca8785d83c1d · outbound

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

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Mamba: Linear-Time Sequence Modeling with Selective State Spaces

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-07T15:07:53.735758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b90ed6d8-d4e6-44c5-b24f-326541cbe15a · outbound

This paper cites Fast R-CNN,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Fast R-CNN,

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:58.787312Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 63477dd7-191f-4ce7-9c33-babfc164136f · outbound

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

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Image quality assessment: from error visibility to structural similarity,

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-07T15:07:53.994396Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac00e605-b26d-4be5-852f-ced75bb0106e · outbound

This paper cites Focal frequency loss for image reconstruction and synthesis,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Focal frequency loss for image reconstruction and synthesis,

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:58.541741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c8d4d7f7-97f0-48ae-bb5a-5c78556cdd9f · outbound

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

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Perceptual losses for real-time style transfer and super-resolution,

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:58.313109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2e37d594-3046-44b2-a6af-05b267dc546b · outbound

This paper cites Generative adversarial nets,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Generative adversarial nets,

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:58.088441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation db46f930-b847-4d4d-8e1e-5de378a2f7d6 · outbound

This paper cites Scope of validity of psnr in image/video quality assessment,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Scope of validity of psnr in image/video quality assessment,

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:57.895536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 063fa634-4045-4840-af4f-913e3b44aebd · outbound

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

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey The unreasonable effectiveness of deep features as a perceptual metric,

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-07T15:07:54.465632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3722c473-0705-49c5-9078-1b9e73ab7882 · outbound

This paper cites SwinIR: Image restoration using swin transformer,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey SwinIR: Image restoration using swin transformer,

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:57.688344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 22967953-40b1-410c-9fcb-fa7ba02386fe · outbound

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

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Uformer: A general u-shaped transformer for image restoration,

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:57.501318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b8dd91aa-f162-41be-8e8b-3e0d42055c8b · outbound

This paper cites Making a.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Making a

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:57.329172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 86c8b0b1-a270-437f-a492-6c216a1e997d · outbound

This paper cites MUSIQ: multi- scale image quality transformer,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey MUSIQ: multi- scale image quality transformer,

Reference 76

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:57.064581Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1e025042-6997-4a80-9841-39dae277c25c · outbound

This paper cites Vision transformers for single image dehazing,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Vision transformers for single image dehazing,

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:56.846394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1af1256e-b084-412e-a569-a3319e4820b9 · outbound

This paper cites Efficient frequency domain-based transformers for high-quality image deblurring,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Efficient frequency domain-based transformers for high-quality image deblurring,

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:56.634396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 679bcfa0-18f9-4327-9058-6a9d5fa04ea5 · outbound

This paper cites Selective frequency network for image restoration,.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey Selective frequency network for image restoration,

Reference 79

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:07:56.389317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Pith citing papers

Observation 586eb010-8383-4044-9a5d-faf6e61b650c · inbound

Residual Diffusion Bridge Model for Image Restoration cites this paper.

Residual Diffusion Bridge Model for Image Restoration Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey

Reference 65

Resolution: verified exact; arxiv_id, observed 2026-05-18T04:40:53.283462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5016ee29-cba2-4490-9e0e-d125d06de49a · inbound

From Zero to Detail: A Progressive Spectral Decoupling Paradigm for UHD Image Restoration with New Benchmark cites this paper.

From Zero to Detail: A Progressive Spectral Decoupling Paradigm for UHD Image Restoration with New Benchmark Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey

Reference 48

Resolution: verified exact; arxiv_id, observed 2026-05-10T09:28:38.748540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a5c9ecd7-f6e0-4ae5-8b39-51348d9cb3ef · inbound

Multi-Modal Object Re-Identification with Prompt-S6 and Semantic-Aware Knowledge Guidance cites this paper.

Multi-Modal Object Re-Identification with Prompt-S6 and Semantic-Aware Knowledge Guidance Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-30T21:52:22.965688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.