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Paper Citation Record · LEDGER

Robust Adverse Weather Removal via Spectral-based Spatial Grouping

As of 8 August 2026, this Paper Citation Record lists 79 of 79 outbound references and 0 inbound Pith citation observations for arXiv:2507.22498.

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

pith.paper-citation-record.v1
2507.22498 v2

Coverage vector

measured 79 of 79 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T11:40:29.805583Z

measured 79 of 79 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

79 of 79 outbound references displayed

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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4309f0e4-eeab-4644-a2aa-197f6fcc31fb · outbound

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

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Dehazenet: An end-to-end system for single image haze removal

Reference 1

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Observation 7b989961-bdd5-4793-9dd1-c60164fa1d74 · outbound

This paper cites Snow re- moval in video: A new dataset and a novel method.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Snow re- moval in video: A new dataset and a novel method

Reference 2

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Observation da08456f-7446-48bd-8daf-ee3552260692 · outbound

This paper cites Robust video content alignment and com- pensation for rain removal in a cnn framework.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Robust video content alignment and com- pensation for rain removal in a cnn framework

Reference 3

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Observation f875a2ef-55b4-48bb-8f05-7d4f1d0ebdbf · outbound

This paper cites Msp- former: Multi-scale projection transformer for single image desnowing.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Msp- former: Multi-scale projection transformer for single image desnowing

Reference 4

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 1472af36-91e1-46c6-81d9-9ead8fdac04e · outbound

This paper cites Jstasr: Joint size and transparency-aware snow removal algorithm based on modified partial convolution and veiling effect re- moval.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Jstasr: Joint size and transparency-aware snow removal algorithm based on modified partial convolution and veiling effect re- moval

Reference 5

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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation ec2abaeb-cd15-486e-ba49-305f4fc17009 · outbound

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

Robust Adverse Weather Removal via Spectral-based Spatial Grouping All snow removed: Single image desnowing al- gorithm using hierarchical dual-tree complex wavelet representation and contradict channel loss

Reference 6

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Source-reported events for the cited work

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Observation b9fc99ad-6311-4dfb-8e79-71e0e7dd5e7b · outbound

This paper cites Learning multiple adverse weather removal via two- stage knowledge learning and multi-contrastive regu- larization: Toward a unified model.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Learning multiple adverse weather removal via two- stage knowledge learning and multi-contrastive regu- larization: Toward a unified model

Reference 7

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Source-reported events for the cited work

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Observation 3ab8a5e3-c483-4b87-bf30-ed6c5f3335e1 · outbound

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

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Learning a sparse transformer network for effective image deraining

Reference 8

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Source-reported events for the cited work

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Observation bb63d84e-c23c-49bc-a331-36d3750f0f04 · outbound

This paper cites Hybrid cnn-transformer feature fusion for single image deraining.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Hybrid cnn-transformer feature fusion for single image deraining

Reference 9

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Observation db89f6e1-c961-4b74-905c-0cd5dbe543ef · outbound

This paper cites A generalized low- rank appearance model for spatio-temporally corre- lated rain streaks.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping A generalized low- rank appearance model for spatio-temporally corre- lated rain streaks

Reference 10

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Source-reported events for the cited work

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Observation 6322acf2-7872-405c-8dc5-f365357a6c2b · outbound

This paper cites Pearson correlation coef- ficient.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Pearson correlation coef- ficient

Reference 11

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Source-reported events for the cited work

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Observation 67ecc23c-cc57-4ebe-8345-23764799ee74 · outbound

This paper cites Selective frequency network for image restoration.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Selective frequency network for image restoration

Reference 12

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 93568481-cfb0-4b26-9731-c603da8f0f40 · outbound

This paper cites AdaIR: Adaptive All-in-One Image Restoration via Frequency Mining and Modulation.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping AdaIR: Adaptive All-in-One Image Restoration via Frequency Mining and Modulation

Reference 13

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Observation aa7b0f4d-73d1-4735-94d5-8fd132249d78 · outbound

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

Robust Adverse Weather Removal via Spectral-based Spatial Grouping An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 14

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Source-reported events for the cited work

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Observation 94d5fc20-1dbc-4341-b07d-21cb7ee818c6 · outbound

This paper cites Restor- ing an image taken through a window covered with dirt or rain.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Restor- ing an image taken through a window covered with dirt or rain

Reference 15

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 8ea1a051-dbd0-4f49-b2e2-06ee5b25bd01 · outbound

This paper cites Removing rain from single images via a deep detail network.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Removing rain from single images via a deep detail network

Reference 16

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation b9bc14d1-8fa9-4429-8d20-0886b1ee7a67 · outbound

This paper cites Continual image deraining with hypergraph convolutional networks.IEEE Trans- actions on Pattern Analysis and Machine Intelligence, 45(8):9534–9551, 2023.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Continual image deraining with hypergraph convolutional networks.IEEE Trans- actions on Pattern Analysis and Machine Intelligence, 45(8):9534–9551, 2023

Reference 17

Resolution
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Source-reported events for the cited work

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Observation 2060f881-8a4b-4380-9491-eeb68c88bd0d · outbound

This paper cites Frequency- oriented efficient transformer for all-in-one weather- degraded image restoration.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Frequency- oriented efficient transformer for all-in-one weather- degraded image restoration

Reference 18

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Source-reported events for the cited work

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Observation 9b2a7d53-4b26-47a2-82a2-c3ebefc1853e · outbound

This paper cites Joint raindrop and haze removal from a single image.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Joint raindrop and haze removal from a single image

Reference 19

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation d3758d4b-a980-4ea2-a1d2-1e5d6d19deb2 · outbound

This paper cites Robust object de- tection in challenging weather conditions.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Robust object de- tection in challenging weather conditions

Reference 20

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation d828c7c1-006a-4d73-8399-c17f9dc9551d · outbound

This paper cites Image-to-image translation with conditional adversarial networks.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Image-to-image translation with conditional adversarial networks

Reference 21

Resolution
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Source-reported events for the cited work

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Observation 56a8a73a-c830-420f-be3e-08de3dac55bc · outbound

This paper cites Au- tomatic single-image-based rain streaks removal via image decomposition.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Au- tomatic single-image-based rain streaks removal via image decomposition

Reference 22

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 33c388f0-d1a8-4097-a3a5-02a3e056f1fb · outbound

This paper cites Transformers are rnns: Fast autoregressive transformers with linear attention.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Transformers are rnns: Fast autoregressive transformers with linear attention

Reference 23

Resolution
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Source-reported events for the cited work

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Observation 57982c22-4435-46b5-89b6-6790f241782d · outbound

This paper cites Learning to remove bad weather: to- wards robust visual perception for self-driving.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Learning to remove bad weather: to- wards robust visual perception for self-driving

Reference 24

Resolution
verified fuzzy
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Source-reported events for the cited work

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Observation 4733b910-3b4e-4097-b72f-36bc10e7f866 · outbound

This paper cites Aod-net: All-in-one dehazing network.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Aod-net: All-in-one dehazing network

Reference 25

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation adc97db9-560f-4a06-8ab4-0b3d7d1bf33b · outbound

This paper cites All-in-one image restora- tion for unknown corruption.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping All-in-one image restora- tion for unknown corruption

Reference 26

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 26617619-15fd-4d71-bb65-a0560ed95a32 · outbound

This paper cites Heavy rain image restoration: Integrating physics model and conditional adversarial learning.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Heavy rain image restoration: Integrating physics model and conditional adversarial learning

Reference 27

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation aa639132-b84e-455b-abf1-26a310aa8b47 · outbound

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

Robust Adverse Weather Removal via Spectral-based Spatial Grouping All in one bad weather removal using architectural search

Reference 28

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 65591941-5cc1-4e69-a51f-6d81f4b47bb0 · outbound

This paper cites Prompt-In-Prompt Learning for Universal Image Restoration.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Prompt-In-Prompt Learning for Universal Image Restoration

Reference 29

Resolution
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Source-reported events for the cited work

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Observation 92eae10e-bf1f-4c29-9a47-2d0c18bef79e · outbound

This paper cites Im- proving image restoration through removing degrada- tions in textual representations.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Im- proving image restoration through removing degrada- tions in textual representations

Reference 30

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation aa35c31d-5589-480e-b20f-cd4d7593f90d · outbound

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

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Desnownet: Context-aware deep net- work for snow removal

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:40:30.295822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 38b8b47e-2ec8-4b28-b676-74797f2837ac · outbound

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

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 32

Resolution
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 8cf60dc1-4476-4b79-b656-7d6d49396f5a · outbound

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

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Restoring vi- sion in adverse weather conditions with patch-based denoising diffusion models

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:40:30.286993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 435ebdfb-3a32-4040-aabd-2bfcdbfde8a7 · outbound

This paper cites All-in-one image restoration for unknown degradations using adaptive discriminative filters for specific degradations.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping All-in-one image restoration for unknown degradations using adaptive discriminative filters for specific degradations

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:40:30.278125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:40:29.675407Z digest=sha256:a3cc955628d913956092c34dbce2436507e7a4c20ed0d1fe5df5e69d6c6dcf44

Observation ccd3625a-fe4f-4285-850c-15487b21ed11 · outbound

This paper cites Multi- weather image restoration via domain translation.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Multi- weather image restoration via domain translation

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:40:30.269423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:40:29.678480Z digest=sha256:2483bd753379d865a9217383d6f9dcbb1a1dd5d63791add21a2b2069ecb1d208

Observation f05e5bb9-2933-4ec0-b415-e301558e93e4 · outbound

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

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Promptir: Prompting for all-in-one image restoration

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:40:30.260922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:40:29.681440Z digest=sha256:aa39a61d3fbbd1efe388f79e4376a6d1a6e1ce69aa57ab27974e96352eeff69d

Observation 669b644d-1580-43fb-8982-7e4d1eebcc38 · outbound

This paper cites Attentive generative adversarial network for raindrop removal from a single image.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Attentive generative adversarial network for raindrop removal from a single image

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:40:30.251548Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:40:29.684117Z digest=sha256:f255ef0d5cdb13b23bcee61ebf65bfbc6f634757b6464e5568cd8f3323722376

Observation 5b9a4d4c-4b05-4c59-b8a4-ee0233cab96a · outbound

This paper cites Enhanced pix2pix dehazing network.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Enhanced pix2pix dehazing network

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:40:30.242266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:40:29.687026Z digest=sha256:91902a9892d13831c753f8910dbf76e07b3b509aa527c7b20c92a28aa43a4290

Observation de848985-36fe-489b-b167-b88f9e0dd4e9 · outbound

This paper cites Re- moving raindrops and rain streaks in one go.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Re- moving raindrops and rain streaks in one go

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:40:30.233872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:40:29.690034Z digest=sha256:7a720ea5c39503ab5785456f910190968ad826425617d475fef424124b900342

Observation 60e6d656-afe2-48a3-b5c7-ff082f76e50e · outbound

This paper cites Deep learning for seeing through window with rain- drops.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Deep learning for seeing through window with rain- drops

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:40:30.225404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:40:29.692793Z digest=sha256:4b635a16810640c512d9f5ae42de4fb277dfed297054c67acf879dcdfe0d4ecc

Observation ac597a8a-e63c-4acd-a026-fc9a6f7947cf · outbound

This paper cites Image desnowing via deep invertible separa- tion.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Image desnowing via deep invertible separa- tion

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:40:30.216255Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:40:29.696124Z digest=sha256:637ac07bc3f63b46f9a344904d161c1dc09a0bb3a93fc0eecf0893f52d73596b

Observation 7dd747b0-1304-42c8-96ce-dcfa46f76df8 · outbound

This paper cites Single im- age dehazing via multi-scale convolutional neural net- works.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Single im- age dehazing via multi-scale convolutional neural net- works

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:40:30.206078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:40:29.698741Z digest=sha256:42335df599d137d2ef01524965aa3b5d8eefbcc3cc5769ca071c970e7ec8b47e

Observation 37987edd-d359-4f24-b81c-69e6116d54b2 · outbound

This paper cites Instant dehazing of images using po- larization.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Instant dehazing of images using po- larization

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:40:30.197291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:40:29.701695Z digest=sha256:9df269663257775c395aa84ad41e4b675f274dc39efdb9badf03855c6ad23285

Observation 9e25b771-37dd-4ad7-bb1e-dd286bf46690 · outbound

This paper cites Uncertainty guided multi-scale attention network for raindrop removal from a single image.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Uncertainty guided multi-scale attention network for raindrop removal from a single image

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:40:30.188429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:40:29.704868Z digest=sha256:49e9dd6ae202c3a3c43e48b80585b615756a9634e8c2e4a2b39874942708c61d

Observation 236893a4-5af7-4bb8-868d-2fdaf8f0f682 · outbound

This paper cites Real-time single image and video super-resolution using an efficient sub-pixel convolu- tional neural network.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Real-time single image and video super-resolution using an efficient sub-pixel convolu- tional neural network

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:40:30.178629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:40:29.707494Z digest=sha256:49442f4d17368d57f820de3222069dba5801072e354ba65e6fe02215e683b847

Observation 3c89e511-a3ad-417e-a30f-ac22679ff2f3 · outbound

This paper cites Vi- sion transformers for single image dehazing.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Vi- sion transformers for single image dehazing

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:40:30.168898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:40:29.710183Z digest=sha256:bcd952c6771e8d5bf30e0565b5005aa095cae81feb2d65e4bad1c2cd339ff3d7

Observation cf6debac-ea16-42d3-8b24-06c7cbe5022b · outbound

This paper cites Restoring images in adverse weather conditions via histogram transformer.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Restoring images in adverse weather conditions via histogram transformer

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:40:30.159966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:40:29.713232Z digest=sha256:5a5cb8e625036b17aa008361cff622aac1f128fc26f8789e696b651a83d6f909

Observation f60c6b28-8207-4320-99b6-4d15a8d8b3da · outbound

This paper cites Maxim: Multi-axis mlp for image processing.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Maxim: Multi-axis mlp for image processing

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:40:30.141676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:40:29.718990Z digest=sha256:9aa030fe563e5f5eba6b2533f919ced0759e98d00e7834475fcb44bb70af0592

Observation 5a7f5ff2-d2df-482e-9cd4-9b11ab41a5f5 · outbound

This paper cites Transweather: Transformer-based restoration of images degraded by adverse weather conditions.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Transweather: Transformer-based restoration of images degraded by adverse weather conditions

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:40:30.132140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:40:29.721662Z digest=sha256:3bb38b2931c9974998b4b8136b7410edcc24932a30f077ee2faad95a60e852db

Observation a4305b82-ec96-46b7-995f-881932860f4a · outbound

This paper cites Attention is all you need.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Attention is all you need

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-06T11:40:29.724384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:40:29.724384Z digest=sha256:cfb1bf9120a7d3bbebe45e2ca1da6a9b785415e10171cc03e2f51d2b1fcfec96

Observation 5f855807-ccd9-4a6c-b7b1-7236b979500c · outbound

This paper cites Spatial attentive single- image deraining with a high quality real rain dataset.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Spatial attentive single- image deraining with a high quality real rain dataset

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:40:30.117180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:40:29.727366Z digest=sha256:f3d05229669a081c6d4ba2caa79636b6b0b1cddb49101a9dd8fb8041d1cb047e

Observation f1e2eff8-ff70-417a-8023-970af0e39c11 · outbound

This paper cites Smar- tassign: Learning a smart knowledge assignment strat- egy for deraining and desnowing.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Smar- tassign: Learning a smart knowledge assignment strat- egy for deraining and desnowing

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:40:30.108881Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:40:29.730040Z digest=sha256:455ec698756aa00f41ed791276a5cc2265525a0785e84b3768cd2303863a4ebc

Observation 5bc47a1e-bf2a-4789-a137-02e65258fed1 · outbound

This paper cites Contrastive learning for compact sin- gle image dehazing.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Contrastive learning for compact sin- gle image dehazing

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:40:30.100423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:40:29.732783Z digest=sha256:4bbf140b43b50fa0cd7434efa0b07835f776efa1e95701081a2dcfa08b541f1a

Observation 4d2c0dad-7994-4ad7-9fa2-b3f3c8dd57d6 · outbound

This paper cites Image de-raining transformer.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Image de-raining transformer

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:40:30.091635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:40:29.735359Z digest=sha256:cb6987af595f9c78d18b8d3d5628a234407b7ebaa81df9b83610735f7c8b4edd

Observation 95bbcc85-7760-4908-8e18-5f88467997ed · outbound

This paper cites Raingan: Unsupervised raindrop removal via decomposition and composition.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Raingan: Unsupervised raindrop removal via decomposition and composition

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:40:30.082760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:40:29.738092Z digest=sha256:12b34bc20866a6e39664f2cc959ac7ef8528a739e41fbac24c42f34a558025e7

Observation 9af7afa9-6b07-44bb-8904-2d974200d847 · outbound

This paper cites Language-driven all-in-one adverse weather removal.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Language-driven all-in-one adverse weather removal

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:40:30.074399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:40:29.741593Z digest=sha256:091508f80688b079bf6a2c230f3de767b8d3dedbe9654120e9ac3323b6ae5512

Observation f219b923-8a10-4eb3-872c-d543f0b0c927 · outbound

This paper cites Rain- drop removal with light field image using image in- painting.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Rain- drop removal with light field image using image in- painting

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:40:30.065847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:40:29.744530Z digest=sha256:4e11f3532985d5cfdecce0eb22a1920aa63ff9b5b93015335d55042480ba37a3

Observation bfd37840-654d-46da-bfb4-9ac87e0c16f8 · outbound

This paper cites Semantic segmentation in multiple adverse weather conditions with domain knowledge retention.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Semantic segmentation in multiple adverse weather conditions with domain knowledge retention

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:40:30.057341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:40:29.747247Z digest=sha256:e791afd748803cbb3b7d481a3d145cff9d00b4a5071cd284f92c58045f65f44d

Observation 67007ad9-4871-42f6-8ee3-c48a303d2a40 · outbound

This paper cites Single image derain- ing using a recurrent multi-scale aggregation and en- hancement network.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Single image derain- ing using a recurrent multi-scale aggregation and en- hancement network

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:40:30.048580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:40:29.750230Z digest=sha256:28575700f8986ee14c18c95a09707b695051016bb5a6c971739d078d82b9b974

Observation 1c2e2d50-1ad0-4e0f-81d9-e83d65a1208c · outbound

This paper cites Self-augmented un- paired image dehazing via density and depth decom- position.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Self-augmented un- paired image dehazing via density and depth decom- position

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:40:30.038848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:40:29.753531Z digest=sha256:4b0012c053c08e672d065a05a3c4f64673a2f3746e4077b294a41506bd958774

Observation adc0c198-f936-44de-bf3d-19625b1b9228 · outbound

This paper cites Genuine knowl- edge from practice: Diffusion test-time adaptation for video adverse weather removal.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Genuine knowl- edge from practice: Diffusion test-time adaptation for video adverse weather removal

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:40:30.029802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:40:29.756347Z digest=sha256:67303fc43f0b4d6cf2523aa2ccf3bd9707c632f84991e7e7f21b1df16a74b363

Observation 475e238d-4e71-4db7-8165-5d5bc44ef02f · outbound

This paper cites Uncertainty guided multi-scale residual learning-using a cycle spinning cnn for single image de-raining.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Uncertainty guided multi-scale residual learning-using a cycle spinning cnn for single image de-raining

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:40:30.020594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:40:29.759056Z digest=sha256:9c40feff9d7d1dd89fcea181676fed3f14cb9fa2010ef856414e6b08351b07ed

Observation c1616963-2892-41cb-bc4d-7bb87a0d9cf1 · outbound

This paper cites Adverse weather removal with codebook pri- ors.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Adverse weather removal with codebook pri- ors

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:40:30.011672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:40:29.761989Z digest=sha256:0d8f41e04bde2e63e06b98a764fe34c783ce9f42e366498d0bc73daa4c7c0dfc

Observation 04627ebf-aa65-4051-8e53-b6cd29024101 · outbound

This paper cites Rain streak removal based on non- negative matrix factorization.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Rain streak removal based on non- negative matrix factorization

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:40:30.002314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:40:29.764989Z digest=sha256:399a1114069733b410cf8a586213c70f0b1895366a46a07e37aa2e865fa73d28

Observation 8fad8987-1073-4048-82bb-0ac9f8576607 · outbound

This paper cites Adherent raindrop modeling, detection and removal in video.IEEE trans- actions on pattern analysis and machine intelligence , 38(9):1721–1733, 2015.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Adherent raindrop modeling, detection and removal in video.IEEE trans- actions on pattern analysis and machine intelligence , 38(9):1721–1733, 2015

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:40:29.993646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:40:29.768138Z digest=sha256:211221e9d5212570b1735371f1b0b9c18985a95184bb0e2fd9f048ad072b0b68

Observation 1eff8fcd-31f7-411a-9fd2-09f3f19abe48 · outbound

This paper cites Multi-stage progressive image restoration.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Multi-stage progressive image restoration

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:40:29.984611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:40:29.770814Z digest=sha256:428455ba67c8d155b80b1489f05ee8883098b5f8fe45c900f1529ea9e92aec43

Observation 950584f0-766e-48b7-9b15-b9c77375ddd3 · outbound

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

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Restormer: Efficient transformer for high- resolution image restoration

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:40:29.975980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:40:29.773798Z digest=sha256:d7094b74d4a60d9e0f497d52730723967db68de14be8693bd135c99ec5cb5f62

Observation 89983441-b706-4a69-a5ca-aca576b0f29a · outbound

This paper cites Image de-raining using a conditional generative adver- sarial network.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Image de-raining using a conditional generative adver- sarial network

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:40:29.966790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T11:40:29.776650Z digest=sha256:693bd855e52b5078afac82dfeb6032d67ec3385255270f5b2cf3eeb28caa1c47

Observation 4b007e99-075e-4ebb-b28e-2c2f1bab3d91 · outbound

This paper cites Weatherstream: Light transport au- tomation of single image deweathering.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Weatherstream: Light transport au- tomation of single image deweathering

Reference 69

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 9efbdfd5-4d7e-4378-af65-b25d4c968a94 · outbound

This paper cites Ingredient- oriented multi-degradation learning for image restora- tion.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Ingredient- oriented multi-degradation learning for image restora- tion

Reference 70

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 1da619c7-6e5c-45f4-a4b3-ae585a6e71af · outbound

This paper cites Deep dense multi-scale network for snow removal using semantic and depth priors.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Deep dense multi-scale network for snow removal using semantic and depth priors

Reference 71

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 314a2539-925a-4564-923e-a3792c7810b2 · outbound

This paper cites Efficient deweahter mixture-of-experts with uncertainty-aware feature-wise linear modulation.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Efficient deweahter mixture-of-experts with uncertainty-aware feature-wise linear modulation

Reference 72

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 57b4efa9-de2d-4574-b90e-192f96536b5f · outbound

This paper cites Fourmer: An efficient global modeling paradigm for image restoration.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Fourmer: An efficient global modeling paradigm for image restoration

Reference 73

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 4096fb5e-2d98-4f6c-aec6-65d038a555e6 · outbound

This paper cites Unpaired image-to-image transla- tion using cycle-consistent adversarial networks.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Unpaired image-to-image transla- tion using cycle-consistent adversarial networks

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:40:29.910922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation f79fd3d5-d682-4444-906d-f113a08a2508 · outbound

This paper cites Joint bi-layer optimization for single- image rain streak removal.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Joint bi-layer optimization for single- image rain streak removal

Reference 75

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation ab2aba57-9c10-4e1a-a062-e683486b9b58 · outbound

This paper cites A fast single image haze removal algorithm using color at- tenuation prior.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping A fast single image haze removal algorithm using color at- tenuation prior

Reference 76

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation ec198d3f-f22a-4715-9323-d4f92871f304 · outbound

This paper cites Mwformer: Multi-weather im- age restoration using degradation-aware transformers.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Mwformer: Multi-weather im- age restoration using degradation-aware transformers

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:40:29.883175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 545fb055-85a0-4983-b6b6-9f25a19f782e · outbound

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

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Learning weather-general and weather-specific fea- tures for image restoration under multiple adverse weather conditions

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T11:40:29.873669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation d5e250d3-3603-4a29-bba8-504319757e90 · outbound

This paper cites an unresolved cited work.

Robust Adverse Weather Removal via Spectral-based Spatial Grouping Unresolved cited work

Reference 129

Resolution
parse uncertain
raw_fallback, observed 2026-08-06T11:40:30.150505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Pith citing papers

No inbound Pith citation observations are available.