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Paper Citation Record · LEDGER

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration

As of 13 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 0 inbound Pith citation observations for arXiv:2411.15740.

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

pith.paper-citation-record.v1
2411.15740 v1

Coverage vector

measured 50 of 50 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T14:01:06.154467Z

measured 50 of 50 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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

50 of 50 outbound references displayed

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  • unresolved11
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c979d8ff-8d2f-4f82-a12b-39259baf12d5 · outbound

This paper cites A dynamic his- togram equalization for image contrast enhancement.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration A dynamic his- togram equalization for image contrast enhancement

Reference 1

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation f4c1a59a-0496-4ac6-9075-a2bf27ccd4cf · outbound

This paper cites YOLOv4: Optimal Speed and Accuracy of Object Detection.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration YOLOv4: Optimal Speed and Accuracy of Object Detection

Reference 2

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Source-reported events for the cited work

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Observation 637355f9-44b0-4544-8e4f-78814577abf7 · outbound

This paper cites The fourier transform.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration The fourier transform

Reference 3

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Observation 444f4e1c-1afe-4e2c-84d0-e74385197884 · outbound

This paper cites LYT-NET: Lightweight YUV Transformer-based Network for Low-light Image Enhancement.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration LYT-NET: Lightweight YUV Transformer-based Network for Low-light Image Enhancement

Reference 4

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Observation 64a15145-198e-40de-ba77-24e8ec5fd1e7 · outbound

This paper cites Learning photographic global tonal adjustment with a database of input/output image pairs.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration Learning photographic global tonal adjustment with a database of input/output image pairs

Reference 5

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation a067a5ea-7499-40c7-8daf-ab17945a309d · outbound

This paper cites Retinexformer: One-stage retinex- based transformer for low-light image enhancement.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration Retinexformer: One-stage retinex- based transformer for low-light image enhancement

Reference 6

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Observation 0960ea58-2d9b-4e2a-ab29-c873c18aadd0 · outbound

This paper cites Learning to see in the dark.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration Learning to see in the dark

Reference 7

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation dbb0682a-f0f1-4dc6-8a69-3b8f93563d18 · outbound

This paper cites Seeing motion in the dark.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration Seeing motion in the dark

Reference 8

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Observation 689242b0-8438-4242-a029-bf453b282ef9 · outbound

This paper cites Pre-trained image processing transformer.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration Pre-trained image processing transformer

Reference 9

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation c32a6b7a-cf5c-4a26-be05-7068ec5120b7 · outbound

This paper cites A simple and effective his- togram equalization approach to image enhancement.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration A simple and effective his- togram equalization approach to image enhancement

Reference 10

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Observation 868a9195-d552-4ea6-b23c-d1152523bdf4 · outbound

This paper cites A study and modifica- tion of the local histogram equalization algorithm.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration A study and modifica- tion of the local histogram equalization algorithm

Reference 11

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 58f9b70c-3f53-4da5-a825-8fb33ab039b0 · outbound

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

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 13

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Source-reported events for the cited work

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Observation 8083d540-bbd1-42b5-bbc9-d24bb7b5f5a3 · outbound

This paper cites You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement

Reference 14

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Observation ce4fdf8a-5691-4f04-86e2-975fe5e24a3c · outbound

This paper cites A weighted variational model for simul- taneous reflectance and illumination estimation.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration A weighted variational model for simul- taneous reflectance and illumination estimation

Reference 15

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 5635d603-2a78-4ad7-bc87-f0bce0dbb595 · outbound

This paper cites Le-gan: Unsupervised low-light image enhancement network using attention module and identity invariant loss.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration Le-gan: Unsupervised low-light image enhancement network using attention module and identity invariant loss

Reference 16

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 17eb1c97-8f44-482f-bdaf-05033edbccc9 · outbound

This paper cites Zero-reference deep curve estimation for low-light image enhancement.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration Zero-reference deep curve estimation for low-light image enhancement

Reference 17

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Observation 73609737-bda8-42c4-831a-05af8d487428 · outbound

This paper cites Lime: Low-light im- age enhancement via illumination map estimation.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration Lime: Low-light im- age enhancement via illumination map estimation

Reference 18

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Observation 7cad3396-1864-4817-a730-07baf8020bd6 · outbound

This paper cites International standards for color television.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration International standards for color television

Reference 19

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation b3719989-a484-468a-bfa6-0aae5dac447d · outbound

This paper cites Squeeze-and-excitation net- works.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration Squeeze-and-excitation net- works

Reference 20

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Source-reported events for the cited work

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Observation dcb1c8ff-c99a-4f1e-b9eb-ee5dc5a71249 · outbound

This paper cites Efficient contrast enhancement using adaptive gamma cor- rection with weighting distribution.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration Efficient contrast enhancement using adaptive gamma cor- rection with weighting distribution

Reference 21

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 906c2ce2-8f07-4b33-be92-c88a395b7087 · outbound

This paper cites Low-light image enhancement with wavelet-based diffusion models.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration Low-light image enhancement with wavelet-based diffusion models

Reference 22

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 6d3a5ea8-ab06-4b75-ae77-18e0a73e39d3 · outbound

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

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration Enlightengan: Deep light enhancement without paired supervision

Reference 23

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation d7d376e1-6af1-450b-baa0-75e46523d0b1 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration Adam: A Method for Stochastic Optimization

Reference 24

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Observation 406428ea-c63b-40fb-b621-21cddd6acf25 · outbound

This paper cites an unresolved cited work.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration Unresolved cited work

Reference 25

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 1ac98ee0-b5b9-4b72-80a0-e1a4c8ab0eb9 · outbound

This paper cites Contrast en- hancement based on layered difference representation of 2d histograms.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration Contrast en- hancement based on layered difference representation of 2d histograms

Reference 26

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 450fc10f-2fba-42a8-9b59-581f00136b35 · outbound

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

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration Retinex-inspired unrolling with cooperative prior architecture search for low-light image enhancement

Reference 27

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation e628083a-0806-4913-a7d1-ab57b937c0b0 · outbound

This paper cites Ll- net: A deep autoencoder approach to natural low-light image enhancement.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration Ll- net: A deep autoencoder approach to natural low-light image enhancement

Reference 28

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 43aed9cd-a2ed-4d36-ae6e-1befcef9c217 · outbound

This paper cites SGDR: Stochastic Gradient Descent with Warm Restarts.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration SGDR: Stochastic Gradient Descent with Warm Restarts

Reference 29

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Source-reported events for the cited work

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Observation 7c489968-d1d2-47a1-a0e8-9eb4a59ac936 · outbound

This paper cites Fourier 9 priors-guided diffusion for zero-shot joint low-light enhance- ment and deblurring.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration Fourier 9 priors-guided diffusion for zero-shot joint low-light enhance- ment and deblurring

Reference 30

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation ccb97a5f-210e-4b67-8a90-1b5be1de98f6 · outbound

This paper cites Perceptual quality assessment for multi-exposure image fusion.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration Perceptual quality assessment for multi-exposure image fusion

Reference 31

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T14:01:05.945216Z digest=sha256:d8191e5df51f513aabc7d07e4775c3725e6637c095557b56cf787cfe104a55a4

Observation e87ba753-83e4-4c52-8a76-d42fc08c6254 · outbound

This paper cites U- net: Convolutional networks for biomedical image segmen- tation.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration U- net: Convolutional networks for biomedical image segmen- tation

Reference 32

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Unavailable: canonical work link unavailable.

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Observation 1237c4ea-a6bb-4958-ac99-e50cbaf436ec · outbound

This paper cites Image enhancement using local and global histogram equalization technique and their comparison.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration Image enhancement using local and global histogram equalization technique and their comparison

Reference 33

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation fc19c593-6597-4d57-927a-f0dd99bd190a · outbound

This paper cites Colorimetry-part 4: Cie 1976 l* a* b* colour space.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration Colorimetry-part 4: Cie 1976 l* a* b* colour space

Reference 34

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raw_fallback, observed 2026-08-12T14:01:06.861799Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 98b9d846-125d-4977-846d-728836015353 · outbound

This paper cites Attention is all you need.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration Attention is all you need

Reference 35

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Unavailable: canonical work link unavailable.

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Observation cfd625df-6f06-4776-bb32-f4654dfa4b30 · outbound

This paper cites On the evaluation of illumination compensation algorithms.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration On the evaluation of illumination compensation algorithms

Reference 36

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Observation e21a7b08-19d6-47f1-9095-c6aa3e33a2f1 · outbound

This paper cites Low-light image enhancement using generative adversarial networks.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration Low-light image enhancement using generative adversarial networks

Reference 37

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation c27b9d99-817d-4831-8c4c-d03cad548e5e · outbound

This paper cites Underexposed photo enhance- ment using deep illumination estimation.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration Underexposed photo enhance- ment using deep illumination estimation

Reference 38

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 476459fe-986d-4a08-a6df-52822e393beb · outbound

This paper cites Seeing dynamic scene in the dark: A high-quality video dataset with mechatronic alignment.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration Seeing dynamic scene in the dark: A high-quality video dataset with mechatronic alignment

Reference 39

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 4f51fcaf-f0b4-4498-9c77-ec05f437549b · outbound

This paper cites Nat- uralness preserved enhancement algorithm for non-uniform illumination images.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration Nat- uralness preserved enhancement algorithm for non-uniform illumination images

Reference 40

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation a6d21a73-1828-4cea-a562-367bd3293dfc · outbound

This paper cites Gladnet: Low-light enhancement network with global awareness.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration Gladnet: Low-light enhancement network with global awareness

Reference 41

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation c0045e05-4712-4988-a52f-f28b42d866dc · outbound

This paper cites Deep Retinex Decomposition for Low-Light Enhancement.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration Deep Retinex Decomposition for Low-Light Enhancement

Reference 43

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 755cf1e2-9f44-4fec-807c-5a292a429a8e · outbound

This paper cites Cvt: Introduc- ing convolutions to vision transformers.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration Cvt: Introduc- ing convolutions to vision transformers

Reference 44

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 5bbb2be9-fa63-4829-bb61-7cdb8000d87c · outbound

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

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration Uretinex-net: Retinex-based deep unfolding network for low-light image enhancement

Reference 45

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation d0ca28a0-339e-4281-988c-4bdeeee198b9 · outbound

This paper cites Learning to restore low-light images via decomposition-and- enhancement.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration Learning to restore low-light images via decomposition-and- enhancement

Reference 46

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation cc3d98ed-12ef-4f59-a2f9-56db7bd2abf1 · outbound

This paper cites Snr-aware low-light image enhancement.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration Snr-aware low-light image enhancement

Reference 47

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 07412afb-9f52-4408-ace6-cdc7bd739fac · outbound

This paper cites Band representation-based semi-supervised low- light image enhancement: Bridging the gap between signal fidelity and perceptual quality.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration Band representation-based semi-supervised low- light image enhancement: Bridging the gap between signal fidelity and perceptual quality

Reference 48

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 8e1bb33a-95d1-44ce-9585-424bfbd48fe8 · outbound

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

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration Sparse gradient regularized deep retinex network for robust low-light image enhancement

Reference 49

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 706b2234-21f8-404a-9fb4-02bcbe804d5d · outbound

This paper cites Dmfourllie: Dual-stage and multi-branch fourier network for low-light image enhancement.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration Dmfourllie: Dual-stage and multi-branch fourier network for low-light image enhancement

Reference 50

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation fddcd66e-ffc4-4519-874d-44752308384e · outbound

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

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration Kindling the darkness: A practical low-light image enhancer

Reference 51

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 5def7f4d-d466-4983-a2fe-0dcc8ea48d04 · outbound

This paper cites Led- net: Joint low-light enhancement and deblurring in the dark.

LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration Led- net: Joint low-light enhancement and deblurring in the dark

Reference 52

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Pith citing papers

No inbound Pith citation observations are available.