Paper Citation Record · LEDGER

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement

As of 11 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 1 inbound Pith citation observation for arXiv:2507.15520.

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

pith.paper-citation-record.v1
2507.15520 v1

Coverage vector

measured 50 of 50 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:36:04.563010Z

measured 51 of 51 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T22:34:21.034930Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T22:34:21.287718Z

Reference resolution

50 of 50 outbound references displayed

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verified fuzzy40
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation bf32c162-e9aa-487d-bceb-9539262a72f7 · outbound

This paper cites Low-light image and video enhancement using deep learning: A survey,.

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Low-light image and video enhancement using deep learning: A survey,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:36:05.317437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0d5b701f-2c48-457f-bfe2-f573264e27f0 · outbound

This paper cites Single-stage face detection under extremely low-light conditions,.

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Single-stage face detection under extremely low-light conditions,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:36:05.301763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8321f631-274a-48ea-bec9-ea821791da38 · outbound

This paper cites Multi-object tracking in the dark,.

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Multi-object tracking in the dark,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:36:05.283925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 17717fbe-4cc1-410f-8b62-ca169947f18e · outbound

This paper cites Naturalness preserved enhancement algorithm for non-uniform illumination images,.

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Naturalness preserved enhancement algorithm for non-uniform illumination images,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:36:05.268116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0181852f-39c7-4f14-a37e-603634079461 · outbound

This paper cites Low-light image enhancement with semi-decoupled decomposition,.

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Low-light image enhancement with semi-decoupled decomposition,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:36:05.252398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 83d4c626-b799-415c-9844-a48794b8f75d · outbound

This paper cites Learning to see moving objects in the dark,.

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Learning to see moving objects in the dark,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:36:05.236793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e27fd918-28e5-424f-97fc-0773f78fb1fe · outbound

This paper cites Zero- shot restoration of back-lit images using deep internal learning,.

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Zero- shot restoration of back-lit images using deep internal learning,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:36:05.219869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6d227941-fbf4-4220-8a10-210896400689 · outbound

This paper cites Dslr: Deep stacked laplacian restorer for low- light image enhancement,.

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Dslr: Deep stacked laplacian restorer for low- light image enhancement,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T15:36:04.259313Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86e751de-20cb-4444-a19f-e91bb0e6de9c · outbound

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

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Deep retinex decomposition for low-light enhancement,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:36:05.193814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d277fe2f-d297-47b6-b6cd-1ce2196f05c9 · outbound

This paper cites Kindling the darkness: A practical low-light image enhancer,.

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Kindling the darkness: A practical low-light image enhancer,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:36:05.178386Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 26d1a642-d625-4fc1-8d04-d377732f16d3 · outbound

This paper cites Beyond brightening low-light images,.

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Beyond brightening low-light images,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:36:05.163587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a53e0186-8956-4efb-bf10-a7be97555033 · outbound

This paper cites Snr-aware low-light image en- hancement,.

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Snr-aware low-light image en- hancement,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:36:05.147742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 72733e67-4c0e-40af-a000-cff814e7074b · outbound

This paper cites Retinex- former: One-stage retinex-based transformer for low-light image en- hancement,.

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Retinex- former: One-stage retinex-based transformer for low-light image en- hancement,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T15:36:04.281291Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09bbcce9-2d7f-45a6-a2d4-eaca8457443d · outbound

This paper cites Hvi: A new color space for low-light image enhancement,.

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Hvi: A new color space for low-light image enhancement,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:36:05.120907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f9c50bdd-5557-433b-88e0-5e7520bfdfa2 · outbound

This paper cites Decoupled low-light image enhancement,.

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Decoupled low-light image enhancement,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:36:05.105149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f2998731-4e28-409b-b8a8-54ac08a3e13d · outbound

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

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Uretinex- net: Retinex-based deep unfolding network for low-light image enhance- ment,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:36:05.090583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f2da9a78-91ab-4a18-80fb-65228b3332ee · outbound

This paper cites Lime: Low-light image enhancement via illumination map estimation,.

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Lime: Low-light image enhancement via illumination map estimation,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:36:05.075646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5257e85f-5e19-4bf6-829d-8c0d94fa33a0 · outbound

This paper cites Contrast enhancement based on layered difference representation of 2d histograms,.

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Contrast enhancement based on layered difference representation of 2d histograms,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:36:05.061396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5595c40d-76cc-4c4a-ae60-d996c0e482aa · outbound

This paper cites The retinex theory of color vision,.

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement The retinex theory of color vision,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:36:05.046785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d7bcb623-fda3-4770-9fe1-e3964b29cddc · outbound

This paper cites Properties and performance of a center/surround retinex,.

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Properties and performance of a center/surround retinex,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:36:05.030879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 82e3691e-3c2f-4c31-a58f-0e3575374e11 · outbound

This paper cites A multiscale retinex for bridging the gap between color images and the human observation of scenes,.

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement A multiscale retinex for bridging the gap between color images and the human observation of scenes,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:36:05.015280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 26e64ee2-9cf7-4d66-b464-2bc6487cdce0 · outbound

This paper cites Structure-revealing low- light image enhancement via robust retinex model,.

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Structure-revealing low- light image enhancement via robust retinex model,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:36:04.998921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4f53baf1-6f3e-48b2-a96f-c918b587dbb8 · outbound

This paper cites Learning to see in the dark,.

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Learning to see in the dark,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:36:04.983858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7f136c68-bdd1-4887-bb98-023557bdb7c2 · outbound

This paper cites From fidelity to perceptual quality: A semi-supervised approach for low-light image en- hancement,.

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement From fidelity to perceptual quality: A semi-supervised approach for low-light image en- hancement,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:36:04.968774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 77b4fede-94d9-418d-aad0-23d1fa3ad37f · outbound

This paper cites Zero-reference deep curve estimation for low-light image enhance- ment,.

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Zero-reference deep curve estimation for low-light image enhance- ment,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:36:04.952429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6cb2b4b5-073c-4fd3-9146-57be65ed9f4b · outbound

This paper cites Surroundnet: Towards effective low-light image enhancement,.

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Surroundnet: Towards effective low-light image enhancement,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:36:04.936790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 363c6ca9-ec0a-4239-9a06-f244b7737d59 · outbound

This paper cites Enlightengan: Deep light enhancement without paired supervision,.

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Enlightengan: Deep light enhancement without paired supervision,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T15:36:04.341947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc6d760f-b8f4-45cf-b8ce-0b22da19e74e · outbound

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

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Restormer: Efficient transformer for high-resolution image restoration,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T15:36:04.347292Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b401f1e-1876-4b0c-b847-9af35fd4f732 · outbound

This paper cites Glow in the dark: Low-light image enhancement with external memory,.

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Glow in the dark: Low-light image enhancement with external memory,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:36:04.900611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c5ff90fe-40cd-4dc4-b030-bfce7fd89d71 · outbound

This paper cites Fourllie: Boosting low-light image enhancement by fourier frequency information,.

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Fourllie: Boosting low-light image enhancement by fourier frequency information,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:36:04.883976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c3c8b4b6-3213-40ce-9c19-60fcf7b5a5ec · outbound

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

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Wave-mamba: Wavelet state space model for ultra-high-definition low-light image enhancement,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:36:04.866272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6236a401-cd77-46db-917b-a9fa6bc76f2d · outbound

This paper cites Adaptive morphology filter: A lightweight module for deep hyperspectral image classification,.

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Adaptive morphology filter: A lightweight module for deep hyperspectral image classification,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:36:04.850603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 10994595-f325-4be4-8a70-ace9705611d0 · outbound

This paper cites Gaussian dynamic convolution for efficient single-image segmentation,.

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Gaussian dynamic convolution for efficient single-image segmentation,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:36:04.835735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a4215107-7760-42dd-ae64-a3b0ae20e40b · outbound

This paper cites Rapid object detection using a boosted cascade of simple features,.

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Rapid object detection using a boosted cascade of simple features,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:36:04.820744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7565ac87-05b1-4bb4-bc27-ae618c8cc6d1 · outbound

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

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Ultra-high- definition low-light image enhancement: A benchmark and transformer- based method,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:36:04.805466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 280bd792-734d-4da9-a5f3-8741b01ccae8 · outbound

This paper cites Sparse gradient reg- ularized deep retinex network for robust low-light image enhancement,.

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Sparse gradient reg- ularized deep retinex network for robust low-light image enhancement,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T15:36:04.383136Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3925b51a-cb8e-4760-a176-a8884e5e7a2e · outbound

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

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Uformer: A general u-shaped transformer for image restoration,

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T15:36:04.387703Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 309e5e66-0ef7-4472-914c-4a7868ccddb5 · outbound

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

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Learning enriched features for fast image restoration and enhancement,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:36:04.769283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 31bfb4c0-a61a-4a75-892e-42adab51e78b · outbound

This paper cites Low-light image enhancement with normalizing flow,.

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Low-light image enhancement with normalizing flow,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:36:04.753476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 64252dd5-99ad-4b9a-b2b2-18a3e5ee6727 · outbound

This paper cites Global structure- aware diffusion process for low-light image enhancement,.

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Global structure- aware diffusion process for low-light image enhancement,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:36:04.738841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ec30db4e-d969-4563-8b71-380a50541ced · outbound

This paper cites Retinexmamba: Retinex- based mamba for low-light image enhancement,.

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Retinexmamba: Retinex- based mamba for low-light image enhancement,

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-06T15:36:04.405136Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3310774-9aa9-4572-bf5a-a57f76b9baae · outbound

This paper cites Urwkv: Unified rwkv model with multi-state perspective for low-light image restora- tion,.

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Urwkv: Unified rwkv model with multi-state perspective for low-light image restora- tion,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:36:04.713009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9778a4cf-3c61-4507-b7ce-e62baa152b40 · outbound

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

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Image quality assessment: from error visibility to structural similarity,

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-06T15:36:04.414434Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c15ce8c4-3e11-413b-9d0c-1df35db74e72 · outbound

This paper cites Seeing motion in the dark,.

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Seeing motion in the dark,

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:36:04.687662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a13c0a45-6749-4d49-972c-84bdbfbd13df · outbound

This paper cites Lednet: Joint low-light enhance- ment and deblurring in the dark,.

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Lednet: Joint low-light enhance- ment and deblurring in the dark,

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-06T15:36:04.540789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e02f817b-dad6-45ae-a136-568f6845c7cb · outbound

This paper cites Mambair: A simple baseline for image restoration with state-space model,.

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Mambair: A simple baseline for image restoration with state-space model,

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-06T15:36:04.545632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e6b0e1b-22e8-48eb-b013-04d066b89504 · outbound

This paper cites SGDR: Stochastic gradient descent with warm restarts,.

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement SGDR: Stochastic gradient descent with warm restarts,

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:36:04.650276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c9ee3aca-bd18-48b5-a1d5-31f0623627bb · outbound

This paper cites Retinex-inspired unrolling with cooperative prior architecture search for low-light image enhancement,.

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Retinex-inspired unrolling with cooperative prior architecture search for low-light image enhancement,

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:36:04.635756Z

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Observation b3aa6543-0724-4c8c-b644-f808c7edcfa0 · outbound

This paper cites Glare: Low light image enhancement via generative latent feature based codebook retrieval,.

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Glare: Low light image enhancement via generative latent feature based codebook retrieval,

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:36:04.620164Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2aa64cda-8530-4da6-98b1-31a2ca88e55d · outbound

This paper cites Perceptual decoupling with heterogeneous auxiliary tasks for joint low-light image enhancement and deblurring,.

SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement Perceptual decoupling with heterogeneous auxiliary tasks for joint low-light image enhancement and deblurring,

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:36:04.603015Z

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Pith citing papers

Observation 629d75bf-a804-421f-8d63-a0619bc7bef9 · inbound

Overcoming Attention Drift: Homogeneity-Heterogeneity Guided Feature Aggregation for Low-Light Remote Sensing Image Enhancement cites this paper.

Overcoming Attention Drift: Homogeneity-Heterogeneity Guided Feature Aggregation for Low-Light Remote Sensing Image Enhancement SAIGFormer: A Spatially-Adaptive Illumination-Guided Network for Low-Light Image Enhancement

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-08-07T22:34:21.292354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.