Paper Citation Record · LEDGER

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement

As of 9 August 2026, this Paper Citation Record lists 87 of 87 outbound references and 3 inbound Pith citation observations for arXiv:2507.20388.

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

pith.paper-citation-record.v1
2507.20388 v1

Coverage vector

measured 87 of 87 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T13:39:36.519917Z

measured 90 of 90 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-19T18:22:10.556240Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-19T18:22:43.219649Z

Reference resolution

87 of 87 outbound references displayed

verified exact0
verified fuzzy48
unresolved39
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 464ffd2d-ccca-4deb-b256-9f24f02ea22c · outbound

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

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Llnet: A deep autoencoder approach to natural low-light image enhancement

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T13:39:28.024067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3c79a01-cc26-4c7e-a634-a170823546cb · outbound

This paper cites Dudhane, S.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Dudhane, S

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T13:39:28.097074Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8d5a267-90fc-481a-8e08-727707e3a854 · outbound

This paper cites an unresolved cited work.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T13:39:28.200780Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc47f8f1-5264-4f36-bdec-d0694f4bc1d2 · outbound

This paper cites an unresolved cited work.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T13:39:28.328089Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cbeb0faf-5ca9-4335-8319-216d880583f1 · outbound

This paper cites Attention is all you need.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Attention is all you need

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T13:39:28.419395Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3ee9fc4-0353-4ec9-a7fe-5fd2a2a0a926 · outbound

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

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement An image is worth 16x16 words: Transformers for image recognition at scale

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T13:39:28.553597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16b394fd-a47b-45f6-8ff4-2b46e7ee96a4 · outbound

This paper cites Colorization transformer.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Colorization transformer

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T13:39:28.629075Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 811939d0-cb98-4155-8551-826cffbd7816 · outbound

This paper cites Learning texture transformer network for image super-resolution.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Learning texture transformer network for image super-resolution

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:40:00.959509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1667c39d-af39-4b86-b870-73b936a047cf · outbound

This paper cites Pre-trained image processing transformer.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Pre-trained image processing transformer

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:40:00.619616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 50c1e287-7e29-441b-8b54-ec7ebfbbd0ac · outbound

This paper cites an unresolved cited work.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:40:00.264832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 325e1bc0-a316-4517-873f-bc2f0e4a7caf · outbound

This paper cites Kim, S.M.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Kim, S.M

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:59.978913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a616a591-e7b6-4799-b01a-c446d40950e5 · outbound

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

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Retinexformer: One- stage retinex-based transformer for low-light image enhancement

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:59.686347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 32e325f7-4192-46d4-86a7-f55c9039842e · outbound

This paper cites an unresolved cited work.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:39:59.455541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0ac4e8e4-cc88-4833-9ed1-3583400ccf5d · outbound

This paper cites Radford, J.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Radford, J

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:59.146510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3451dec0-b6ab-4c53-8d09-2237758354c0 · outbound

This paper cites Mizrahi, R.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Mizrahi, R

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:58.844889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4b5520ec-3129-450b-822f-f0fa32c1c84c · outbound

This paper cites Bachmann, O.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Bachmann, O

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:58.454888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2d09e5f5-2794-475c-8e8f-0263112fe4e7 · outbound

This paper cites an unresolved cited work.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:39:58.141148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1db4414d-6835-4b5e-adc6-f6f9ccc2a720 · outbound

This paper cites an unresolved cited work.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:39:57.754875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fb08d263-21e1-4c9f-a399-43fa83be0d0c · outbound

This paper cites an unresolved cited work.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:39:57.454792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c38ecbe4-eca6-4350-a090-901505b6334a · outbound

This paper cites Kansal, S.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Kansal, S

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:57.201976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 25fef192-5ba4-460b-8a5e-090e2e73b941 · outbound

This paper cites Park, S.Yu, B.Moon, S.Ko, and J.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Park, S.Yu, B.Moon, S.Ko, and J

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:56.804753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c6d15c79-2660-4484-a058-bda631da0bd9 · outbound

This paper cites an unresolved cited work.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:39:56.375755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2d882c41-6cd4-42aa-aadc-86b87ae549c5 · outbound

This paper cites an unresolved cited work.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:39:56.054815Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 73c7cf6d-3fa8-4077-84cd-ed02b32cc2c4 · outbound

This paper cites Deep retinex decomposition for low-light enhance- ment.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Deep retinex decomposition for low-light enhance- ment

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:55.607360Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 129e15e6-152f-4930-a0eb-4f413979ca05 · outbound

This paper cites Moran, P.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Moran, P

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:55.274736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation bc1e90b0-d1b9-4bdc-b129-0f4e9c9d4b66 · outbound

This paper cites an unresolved cited work.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:39:54.864753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fe7ed092-7469-4744-9b98-2f063c83445e · outbound

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

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Kindling the darkness: A practical low-light image enhancer

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:54.508955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b23989e0-177c-4a21-b67b-2fbb0c1b7056 · outbound

This paper cites Zhang, Y.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Zhang, Y

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:54.164755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 614b9e8a-b5fc-4f28-b05b-75d666b5f5af · outbound

This paper cites an unresolved cited work.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:39:53.814750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 21046d16-6aa7-439e-9f05-dd232997e44a · outbound

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

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Enlightengan: Deep light enhancement without paired supervision

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:53.334990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8cdcaa3b-2ca7-49ba-98a1-243347ef07c7 · outbound

This paper cites Tokens-to-token vit: Training vision transformers from scratch on imagenet.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Tokens-to-token vit: Training vision transformers from scratch on imagenet

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:52.924758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ff24537b-d46c-4478-b0b4-36855c725f37 · outbound

This paper cites Pyramid vision transformer: A versatile backbone for dense prediction without convolutions.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Pyramid vision transformer: A versatile backbone for dense prediction without convolutions

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:52.373456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 16b846ac-7683-4a26-80a7-019601ba179d · outbound

This paper cites Zheng, J.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Zheng, J

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:52.073653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 208654d3-0979-4da3-a1f2-8f5fb890015e · outbound

This paper cites Hierarchical vision transformer using shifted windows.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Hierarchical vision transformer using shifted windows

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:51.574816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a113fcf2-b5e8-4bab-b424-67943860a28a · outbound

This paper cites an unresolved cited work.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:39:51.290562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ef2e9c9a-8442-48fd-be01-df60749ff2cf · outbound

This paper cites an unresolved cited work.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:39:51.030335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e6db0bbe-dfa1-4f1d-a2fc-b317209d2d68 · outbound

This paper cites Zhang, Y.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Zhang, Y

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:50.664758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e41e86e3-7c1a-4b58-ae9a-7b54f74e6599 · outbound

This paper cites an unresolved cited work.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:39:50.329681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 50b4f7a3-5bbf-4f5c-9bb1-0a76f8047e86 · outbound

This paper cites an unresolved cited work.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:39:50.014751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ac766d2b-b127-467b-897f-84adec5182d1 · outbound

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

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement U-Net: Convolutional networks for biomedical image segmentation

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:49.692857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3d774f32-ebff-42b2-b613-bd6ff20b529d · outbound

This paper cites an unresolved cited work.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:39:49.414752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8b1a1fbb-3730-4dbe-a815-d3d6fbd7d098 · outbound

This paper cites Zhang, K.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Zhang, K

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:48.969375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 54dc5182-2916-456f-84dc-33592a8eddbb · outbound

This paper cites an unresolved cited work.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:39:48.724850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1f55ef66-6a41-4d82-8a4a-d2aa36b243e0 · outbound

This paper cites Gupta, J.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Gupta, J

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:48.434745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation df2be870-523f-4c49-92e0-c85805e014a9 · outbound

This paper cites Ristea, F.A.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Ristea, F.A

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:48.114927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1d4bdfc8-8cb5-4ebe-b2dd-335e69dd0109 · outbound

This paper cites Georgescu, E.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Georgescu, E

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:47.754954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 16269e18-5a91-400b-96eb-240b689e8ef0 · outbound

This paper cites Zhang, Y.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Zhang, Y

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:47.433770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a4912454-d64c-49fa-9d7e-8e28f9e9900b · outbound

This paper cites an unresolved cited work.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:39:47.214447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3e75d66f-0212-4a1f-a2bb-8c5f7c3d918c · outbound

This paper cites an unresolved cited work.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:39:46.894815Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a2b05daf-7e67-4d97-89f5-7b5382eb0294 · outbound

This paper cites an unresolved cited work.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:39:46.558316Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a3fd7b94-c541-45bf-a4b0-ed46380aca19 · outbound

This paper cites an unresolved cited work.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:39:46.265851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b8d86678-56e6-4391-86ab-fd6082fe70ae · outbound

This paper cites an unresolved cited work.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Unresolved cited work

Reference 52

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:39:46.054752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation bc023717-000d-4002-9398-42d6a8b0bbf7 · outbound

This paper cites an unresolved cited work.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Unresolved cited work

Reference 53

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:39:45.624889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 81a0c4e0-3b62-4f06-9235-4b7cffa84438 · outbound

This paper cites an unresolved cited work.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:39:45.356053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 14bb86af-2bc2-483f-bb33-c45ede3af957 · outbound

This paper cites an unresolved cited work.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Unresolved cited work

Reference 55

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:39:45.084761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c64685bd-5c0c-46db-b065-f91924049562 · outbound

This paper cites Huang, Z.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Huang, Z

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:44.794747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 216619ea-5888-410e-88c4-f05489ffe5cd · outbound

This paper cites an unresolved cited work.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Unresolved cited work

Reference 57

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:39:44.482071Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 473e3685-8923-4b34-99fe-531a8f35ca5d · outbound

This paper cites an unresolved cited work.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Unresolved cited work

Reference 58

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:39:44.111528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 796692cc-d538-4728-ba42-205dbbe9ef8f · outbound

This paper cites Activating more pixels in image super-resolution transformer.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Activating more pixels in image super-resolution transformer

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:43.784755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation bd0013c0-d8af-4fb7-9d26-a55e7aa4e4af · outbound

This paper cites DegAE: A new pretraining paradigm for low-level vision.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement DegAE: A new pretraining paradigm for low-level vision

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:43.445235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c8fd06fa-5b27-4db2-8bf7-04fcf2029cba · outbound

This paper cites ImageBind: One embedding space to bind them all.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement ImageBind: One embedding space to bind them all

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:43.281148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 36d98feb-41eb-45ec-91ae-115342bd2f19 · outbound

This paper cites Dinov2: Learning robust visual features without supervision.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Dinov2: Learning robust visual features without supervision

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:42.965153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ad40db83-1a1c-469f-b0ff-46c4ccd1a004 · outbound

This paper cites Segment anything.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Segment anything

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:42.754766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e63dd942-0471-4e3a-97b7-0cd4587bade3 · outbound

This paper cites Principal components analysis (pca).Computers & Geosciences, 19(3):303–342, 1993.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Principal components analysis (pca).Computers & Geosciences, 19(3):303–342, 1993

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:42.444756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e51df5b7-3f93-4dc3-8e63-1646f6a33a82 · outbound

This paper cites an unresolved cited work.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Unresolved cited work

Reference 65

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:39:42.182618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1d9c852a-8134-4854-baae-b669c132a543 · outbound

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

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Sparse gradient regularized deep retinex network for robust low-light image enhancement

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:41.959452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b93e4a7e-9662-457f-bb93-cb18c1c646d3 · outbound

This paper cites an unresolved cited work.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Unresolved cited work

Reference 67

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:39:41.709694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 540194d4-f36a-473b-b7da-fed2a0963757 · outbound

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

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Lime: Low-light image enhancement via illumination map estimation

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:41.495773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0a81c5bf-83b4-466c-8a62-6c2c344b1d29 · outbound

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

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Naturalness preserved enhancement algorithm for non- uniform illumination images

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:41.263124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 99e8c97a-ca82-48ef-95eb-332606adc74a · outbound

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

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Perceptual quality assessment for multi-exposure image fusion

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:40.993196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation af03fc43-d2ec-4523-b6b5-9caff9fd4d61 · outbound

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

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Contrast enhancement based on layered difference representation of 2d histograms

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:40.664756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b8bfc8f6-8675-4c4c-8e85-a699081809e0 · outbound

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

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement SGDR: Stochastic gradient descent with warm restarts

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:40.309150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a26c595a-c984-4abb-a7bb-a718f533c4b2 · outbound

This paper cites an unresolved cited work.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Unresolved cited work

Reference 73

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:39:40.055338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f7be1a3f-bdff-4dff-b361-8ca585f3e5a0 · outbound

This paper cites completely blind.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement completely blind

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:39.764958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9236da77-ff82-42ec-b171-3dc168996613 · outbound

This paper cites an unresolved cited work.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Unresolved cited work

Reference 75

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:39:39.525200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 64e7fd8c-a048-44cc-811d-fc033dcf5d8a · outbound

This paper cites an unresolved cited work.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Unresolved cited work

Reference 76

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:39:39.297066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6319fa52-83e7-4223-acfe-94d1dae8a7f4 · outbound

This paper cites an unresolved cited work.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Unresolved cited work

Reference 77

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:39:39.068411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0561a1ec-2b94-471e-8b38-8950ee2cc0d5 · outbound

This paper cites Learning semantic-aware knowledge guidance for low-light image enhancement.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Learning semantic-aware knowledge guidance for low-light image enhancement

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:38.822399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b4788fdc-c054-4425-9253-0725e8d8f517 · outbound

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

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Uretinex-net: Retinex- based deep unfolding network for low-light image enhancement

Reference 79

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:38.593301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8c56e12e-39b9-4dd9-994a-8793b9336b46 · outbound

This paper cites You do not need additional priors or regularizers in retinex-based low-light image enhancement.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement You do not need additional priors or regularizers in retinex-based low-light image enhancement

Reference 80

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:38.321530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8a380da2-0468-4333-a1fd-8b5ecc22c804 · outbound

This paper cites Enlighten- your-voice: When multimodal meets zero-shot low-light image enhancement, 2024.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Enlighten- your-voice: When multimodal meets zero-shot low-light image enhancement, 2024

Reference 81

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:38.122748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation bdcf35e9-2ec6-4806-b262-2bbfbfd626b7 · outbound

This paper cites Implicit neural representation for coop- erative low-light image enhancement.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Implicit neural representation for coop- erative low-light image enhancement

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:37.867500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6093b3eb-cd91-42a3-93be-c3b7e51b4fed · outbound

This paper cites Llmra: Multi-modal large language model based restoration assistant, 2024.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Llmra: Multi-modal large language model based restoration assistant, 2024

Reference 83

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:37.574824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6641fb01-4fb4-4980-bc4b-a30990232922 · outbound

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

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-06T13:39:36.109104Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10779424-dc69-47a0-9c2c-0b62b6826807 · outbound

This paper cites Geometric-aware low-light image and video enhancement via depth guidance, 2023.

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Geometric-aware low-light image and video enhancement via depth guidance, 2023

Reference 85

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:37.327714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 927443c9-7c5b-4c07-8fe5-e518fa524b20 · outbound

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

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Fourllie: Boosting low-light image enhancement by fourier frequency information

Reference 86

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:37.068869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d4f67e72-3327-4adb-afce-f7976a1c08ad · outbound

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

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement Dmfourllie: Dual-stage and multi-branch fourier network for low-light image enhancement

Reference 87

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:39:36.817818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Pith citing papers

Observation 7fab9b08-948d-4cdf-8ff2-560d6489e139 · inbound

Low Light Image Enhancement Challenge at NTIRE 2026 cites this paper.

Low Light Image Enhancement Challenge at NTIRE 2026 ModalFormer: Multimodal Transformer for Low-Light Image Enhancement

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-05-10T05:25:54.810679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ccc3b04f-a003-41dd-9c22-eff8116485d8 · inbound

Low Light Image Enhancement Challenge at NTIRE 2026 cites this paper.

Low Light Image Enhancement Challenge at NTIRE 2026 ModalFormer: Multimodal Transformer for Low-Light Image Enhancement

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-05-19T18:22:43.222260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4f50e48a-fe10-4be7-90ff-ba72d0372e75 · inbound

M2Retinexformer: Multi-Modal Retinexformer for Low-Light Image Enhancement cites this paper.

M2Retinexformer: Multi-Modal Retinexformer for Low-Light Image Enhancement ModalFormer: Multimodal Transformer for Low-Light Image Enhancement

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-14T21:32:59.049779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.