Paper Citation Record · LEDGER

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition

As of 15 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 0 inbound Pith citation observations for arXiv:2505.19120.

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

pith.paper-citation-record.v1
2505.19120 v1

Coverage vector

measured 48 of 48 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:24:11.450809Z

measured 48 of 48 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

48 of 48 outbound references displayed

verified exact1
verified fuzzy43
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6b4c2a2f-11ed-4cf1-a3f2-d79cc8e994dc · outbound

This paper cites Coarse-to-fine disentangling demoiréing framework for recaptured screen images.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Coarse-to-fine disentangling demoiréing framework for recaptured screen images

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:18.836574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 5c1b1de0-3809-465c-8f88-1c4c242143df · outbound

This paper cites Fhde 2 net: Full high definition demoireing network.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Fhde 2 net: Full high definition demoireing network

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:18.713134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 9da67147-91b0-4cec-88c1-f47898d4e0c1 · outbound

This paper cites Mop moire patterns using mopnet.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Mop moire patterns using mopnet

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:18.592714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 357ce4af-5359-471c-a107-20c625e30b9b · outbound

This paper cites Image demoireing with learnable bandpass filters.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Image demoireing with learnable bandpass filters

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:18.478311Z

Source-reported events for the cited work

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Observation e4587e15-6a98-4131-a579-1809070a9c71 · outbound

This paper cites Moiré photo restoration using multiresolution convolutional neural networks.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Moiré photo restoration using multiresolution convolutional neural networks

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:18.383921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 6e9c6d72-0dee-47f4-91f2-e8fb4b1d1537 · outbound

This paper cites Aim 2019 challenge on image demoireing: Methods and results.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Aim 2019 challenge on image demoireing: Methods and results

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:18.259801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 26d2399f-461e-42c2-9791-9d1428a7c2de · outbound

This paper cites Towards efficient and scale-robust ultra-high-definition image demoiréing.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Towards efficient and scale-robust ultra-high-definition image demoiréing

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:18.158794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation fed5791c-76c7-4d21-8cb9-59c24183d420 · outbound

This paper cites Image demoireing in raw and srgb domains.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Image demoireing in raw and srgb domains

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:18.045496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 460c41d0-7e96-4b31-9942-41e87631c8a0 · outbound

This paper cites P-bic: Ultra-high-definition image moiré patterns removal via patch bilateral compensation.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition P-bic: Ultra-high-definition image moiré patterns removal via patch bilateral compensation

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:17.892640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation d67e1b89-a4bd-444d-b0b9-fc4073b16fe2 · outbound

This paper cites Deep wavelet network with domain adaptation for single image demoireing.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Deep wavelet network with domain adaptation for single image demoireing

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:17.757881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation afe4d3af-21f5-4e3a-b063-adb1d4ad13b7 · outbound

This paper cites Wavelet-based dual-branch network for image demoiréing.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Wavelet-based dual-branch network for image demoiréing

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:17.631284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 01a09da0-f7b0-4511-8c57-46bb0cf0df72 · outbound

This paper cites Multibranch wavelet-based network for image demoiréing.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Multibranch wavelet-based network for image demoiréing

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:17.514834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 99282fc1-503a-41fa-81ac-f5aa5e61e9c8 · outbound

This paper cites Hardware-friendly descreening.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Hardware-friendly descreening

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:17.374103Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation dd1f06d2-9e14-45a4-84e2-db4a312ecf4e · outbound

This paper cites Suppression of moiré patterns via spectral analysis.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Suppression of moiré patterns via spectral analysis

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:17.168345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 9a013cd8-48cc-4bd7-a4fc-03fd63d582f4 · outbound

This paper cites Moiré pattern removal from texture images via low-rank and sparse matrix decomposition.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Moiré pattern removal from texture images via low-rank and sparse matrix decomposition

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:17.052710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 4e00613d-db77-4b51-ae9f-49a36c4a584b · outbound

This paper cites Real-time image demoireing on mobile devices.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Real-time image demoireing on mobile devices

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:16.874109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 1f9d4af7-6656-4d6c-ada0-3338f343dae5 · outbound

This paper cites Doing more with moiré pattern detection in digital photos.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Doing more with moiré pattern detection in digital photos

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:16.756223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f6e33960-8d6f-4f8d-8d33-782a53149663 · outbound

This paper cites Image demoiréing via multi-scale fusion networks with moiré data augmentation.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Image demoiréing via multi-scale fusion networks with moiré data augmentation

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:16.605852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 57fd83bf-ba50-4d21-b3de-b93371cfa1f0 · outbound

This paper cites Video demoireing with relation-based temporal consistency.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Video demoireing with relation-based temporal consistency

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:16.458188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 21195bee-414c-4f27-bac6-53667923bb04 · outbound

This paper cites Recaptured raw screen image and video demoireing via channel and spatial modulations.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Recaptured raw screen image and video demoireing via channel and spatial modulations

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:16.306993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 55057526-def0-4dd9-a51f-34cdfcb76d70 · outbound

This paper cites Direction-aware video demoireing with temporal-guided bilateral learning.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Direction-aware video demoireing with temporal-guided bilateral learning

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:16.105001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 9dac7d31-f4c6-478d-9182-418181958854 · outbound

This paper cites Recaptured screen image demoiréing in raw domain.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Recaptured screen image demoiréing in raw domain

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:15.958826Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation b83fa287-3710-452b-8ac5-3e734af031d3 · outbound

This paper cites Wavelet Convolutional Neural Networks for Texture Classification.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Wavelet Convolutional Neural Networks for Texture Classification

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-08-07T14:24:11.655712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation cef87882-912d-4524-8002-8b8412d43209 · outbound

This paper cites Wavelet integrated cnns for noise-robust image classification.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Wavelet integrated cnns for noise-robust image classification

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:15.813458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 7b50f7b7-4e0a-408c-8e94-d706566c90c5 · outbound

This paper cites Scaling the scattering transform: Deep hybrid networks.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Scaling the scattering transform: Deep hybrid networks

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:15.621126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation addd830e-4561-4a2d-a546-d3c0f3ab32fe · outbound

This paper cites Wavelet pooling for convolutional neural networks.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Wavelet pooling for convolutional neural networks

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:15.404790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 7957b84e-3294-4d74-9a6e-94580d46e6b8 · outbound

This paper cites Faster neural networks straight from jpeg.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Faster neural networks straight from jpeg

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:15.187830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 12cf2e34-8068-46e4-a387-557ba7e1a82a · outbound

This paper cites Convolutional neural network feature reduction using wavelet transform.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Convolutional neural network feature reduction using wavelet transform

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:14.978521Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation c1d26ee5-ddd5-4da9-a79e-0b848c43d549 · outbound

This paper cites Attribute-aware face aging with wavelet-based generative adversarial networks.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Attribute-aware face aging with wavelet-based generative adversarial networks

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:14.812599Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 8b2ed137-c2f9-42ef-8aa9-28b36c25177d · outbound

This paper cites Wavelet-srnet: A wavelet-based cnn for multi-scale face super resolution.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Wavelet-srnet: A wavelet-based cnn for multi-scale face super resolution

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:14.606199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation db165fa1-e321-49fe-90c8-81bc24ddfbb2 · outbound

This paper cites Multi-level wavelet-cnn for image restoration.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Multi-level wavelet-cnn for image restoration

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:14.415218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 903520ac-4697-4d43-aabb-3a69baabd550 · outbound

This paper cites Photorealistic style transfer via wavelet transforms.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Photorealistic style transfer via wavelet transforms

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:14.251058Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 5cfde316-ab14-4040-97cf-e88d88c0c2e6 · outbound

This paper cites Residual dense network for image super-resolution.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Residual dense network for image super-resolution

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:14.067019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 610f711c-41cf-4f18-88d1-387790b466e1 · outbound

This paper cites Densely connected convolu- tional networks.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Densely connected convolu- tional networks

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:13.877508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 41fc4acb-ae97-43d3-94bc-6616e7016ba9 · outbound

This paper cites Deep residual learning for image recognition.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Deep residual learning for image recognition

Reference 35

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Source-reported events for the cited work

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Observation 6d5e76ba-5217-4803-8af3-d7099da9a37e · outbound

This paper cites Multi-scale context aggregation by dilated convolutions.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Multi-scale context aggregation by dilated convolutions

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:13.695985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 537f3578-5eb7-4072-a127-078f786193ca · outbound

This paper cites Chan, and Chen Change Loy.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Chan, and Chen Change Loy

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:13.531494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 257c9af5-f377-4fa4-be5c-9c2716714064 · outbound

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

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Restormer: Efficient transformer for high-resolution image restoration

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:13.347384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 70d056b2-c9a4-42e7-b3e8-05acd058f652 · outbound

This paper cites Dual aggregation transformer for image super-resolution.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Dual aggregation transformer for image super-resolution

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:13.217673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation ae9ebda4-c60f-4105-bd37-4350cc43f941 · outbound

This paper cites Very deep convolutional networks for large-scale image recogni- tion.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Very deep convolutional networks for large-scale image recogni- tion

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:13.033139Z

Source-reported events for the cited work

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Observation cf74a6ba-3118-4bff-b8df-5aeb23d8967d · outbound

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

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Image quality assessment: from error visibility to structural similarity

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:12.870496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation a581f4ce-7472-4b3f-989e-588765ab3e36 · outbound

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

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition The unreasonable effectiveness of deep features as a perceptual metric

Reference 42

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Source-reported events for the cited work

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Observation 58610120-263a-4b32-bfd3-9fb1e16f108f · outbound

This paper cites Adam: A method for stochastic optimization.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Adam: A method for stochastic optimization

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:10.829441Z

Source-reported events for the cited work

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Observation d3abf70f-71fa-4fa7-afcc-6e1744bde287 · outbound

This paper cites Sgdr: Stochastic gradient descent with warm restarts.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Sgdr: Stochastic gradient descent with warm restarts

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T14:24:10.971946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb74f55f-e432-4544-9cf5-85efe6eaf0b2 · outbound

This paper cites Multi-scale dynamic feature encoding network for image demoiréing.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Multi-scale dynamic feature encoding network for image demoiréing

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:12.627374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation d36b24c2-32e7-4a9b-905c-de5a18d41e94 · outbound

This paper cites One-step effective diffusion network for real-world image super-resolution.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition One-step effective diffusion network for real-world image super-resolution

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:12.388492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation e6a876bd-da8c-48d8-9350-f914c06f12c6 · outbound

This paper cites AdaIR: Adaptive all-in-one image restoration via frequency mining and modulation.

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition AdaIR: Adaptive all-in-one image restoration via frequency mining and modulation

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:12.154439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f4f8f3b0-b892-4efc-9ab9-b27a5458adff · outbound

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

Freqformer: Image-Demoir\'eing Transformer via Efficient Frequency Decomposition Complexity experts are task-discriminative learners for any image restoration

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:24:11.941206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Pith citing papers

No inbound Pith citation observations are available.