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Paper Citation Record · LEDGER

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement

As of 17 August 2026, this Paper Citation Record lists 57 of 57 outbound references and 2 inbound Pith citation observations for arXiv:2506.18346.

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

pith.paper-citation-record.v1
2506.18346 v2

Coverage vector

measured 57 of 57 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T18:55:20.053179Z

measured 59 of 59 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T00:55:40.447424Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T22:36:17.459200Z

Reference resolution

57 of 57 outbound references displayed

  • verified exact0
  • verified fuzzy40
  • unresolved17
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9f1c8aeb-8e9e-44e4-9afc-43b04f93a3b7 · outbound

This paper cites Retinexmamba: Retinex-based Mamba for Low-light Image Enhancement.

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Retinexmamba: Retinex-based Mamba for Low-light Image Enhancement

Reference 1

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unresolved
no resolver link, observed 2026-08-15T18:55:19.870458Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T18:55:19.870458Z digest=sha256:a8d883369aa79c64fbc9eb5e9c84550e2a469c1b153d436b898d30bfef738ab3

Observation 51602ad7-45c7-4a71-a2ec-343f01663713 · outbound

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

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Retinexformer: One-stage retinex-based transformer for low-light image enhancement

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:55:20.718675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T18:55:19.875619Z digest=sha256:90f2af2481ef11789a8fa4c85429eaebdf6c091bda2336eccc4a9f646bd6b653

Observation 632b473f-084d-4a0a-b15e-a2975b2310bd · outbound

This paper cites Fast fourier convolution.

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Fast fourier convolution

Reference 3

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verified fuzzy
raw_fallback, observed 2026-08-15T18:55:20.707933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T18:55:19.879149Z digest=sha256:5dab32e7823f667c4ce7d5447625829ad2dd7f5f4ed5e674e2ff161092f90ed2

Observation abeb630a-7480-42d4-9f3e-dfc115fab8c2 · outbound

This paper cites On the canny edge detector.

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement On the canny edge detector

Reference 4

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verified fuzzy
raw_fallback, observed 2026-08-15T18:55:20.697843Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T18:55:19.882556Z digest=sha256:e9b6f41f8fbaf9a94421aed63c44d13e83f213e8322250d767127883c57521fd

Observation 5566017e-ca82-476c-b641-f801683cbaff · outbound

This paper cites O-Mamba: O-shape State-Space Model for Underwater Image Enhancement.

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement O-Mamba: O-shape State-Space Model for Underwater Image Enhancement

Reference 5

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unresolved
no resolver link, observed 2026-08-15T18:55:19.885896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T18:55:19.885896Z digest=sha256:e5868f268a9a27cfcd7300412e6568b08e723873e4918b3e5530f5cffaecf59d

Observation 76186f69-8e9f-4ebd-bed9-bd1a89ae6a76 · outbound

This paper cites Incremental transformer structure enhanced image inpainting with masking positional encoding.

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Incremental transformer structure enhanced image inpainting with masking positional encoding

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:55:20.686820Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T18:55:19.889399Z digest=sha256:dd43518dd6e6b5032d7b5f19680843281f2de0771d34428a6487223f7dd7ae7a

Observation 6a512aa1-fbb4-45cf-a6c0-bfe5c412f7f8 · outbound

This paper cites Boosting object detection with zero-shot day-night domain adaptation.

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Boosting object detection with zero-shot day-night domain adaptation

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:55:20.676494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T18:55:19.892786Z digest=sha256:281a39b80ba3dbffa37ce4c36f03d5e4782b5e804bb36df6f829428517727101

Observation ea9b7de3-e30c-401b-b727-234d086f1100 · outbound

This paper cites A weighted variational model for simultaneous reflectance and illumination estimation.

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement A weighted variational model for simultaneous reflectance and illumination estimation

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:55:20.666330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T18:55:19.895823Z digest=sha256:3d3d10d2aa22dfb35a9f761a2bc00d070e6a69b7f0573375368b552838e1b501

Observation 765147f6-d410-401d-8108-56c7cf7ad420 · outbound

This paper cites Mamba: Linear-Time Sequence Modeling with Selective State Spaces.

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Mamba: Linear-Time Sequence Modeling with Selective State Spaces

Reference 9

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unresolved
no resolver link, observed 2026-08-15T18:55:19.898923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T18:55:19.898923Z digest=sha256:cd4d42236cd597b4651b424c8eb47bb2d1691a7af4157351e958dc3e49c18f92

Observation b5c40280-5400-47fd-9923-2be844728f56 · outbound

This paper cites Efficiently Modeling Long Sequences with Structured State Spaces.

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Efficiently Modeling Long Sequences with Structured State Spaces

Reference 10

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unresolved
no resolver link, observed 2026-08-15T18:55:19.902445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T18:55:19.902445Z digest=sha256:78dd91636e1feb0165fd76c77792448534cb1ec09a9e29403481c6884582fff9

Observation b68e0689-3a8d-421a-8fc0-1d0bc1a6c46f · outbound

This paper cites Combining recurrent, convolutional, and continuous-time models with linear state space layers.

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Combining recurrent, convolutional, and continuous-time models with linear state space layers

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-15T18:55:19.906021Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T18:55:19.906021Z digest=sha256:ec3f07a8eb3af4e1474eabb0fe6b3b924f8bb90d13b6a456c5e43c4afaf810a0

Observation 3eefd08c-c684-46eb-8bc8-3bed5a45fb56 · outbound

This paper cites MambaIRv2: Attentive State Space Restoration.

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement MambaIRv2: Attentive State Space Restoration

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-15T18:55:19.909096Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T18:55:19.909096Z digest=sha256:b1aad8e23a4126b6d91514d34161f651bb52ab3ad5eddeeb318280dbd7ad0b4a

Observation 876fc48e-5dd7-4930-bb25-4af68f4b5e47 · outbound

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

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Mambair: A simple baseline for image restoration with state-space model

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:55:20.648825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T18:55:19.912348Z digest=sha256:bbe3309d3db4b6f93adc5ebe898ec4936612ea0644e84a0457db6f5784fe16fb

Observation dba8db8b-15a4-4eab-b65b-66ee105c3005 · outbound

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

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Lime: Low-light image enhancement via illumination map estimation

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:55:20.638770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T18:55:19.915222Z digest=sha256:8ae0c56f9a2924de6d0a0970ed107e16e648f6d76ed451df2ee91624b0e1d203

Observation 4282b4fa-ab6e-4b19-9916-b11b709cc6d7 · outbound

This paper cites R2rnet: Low-light image enhancement via real-low to real-normal network.

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement R2rnet: Low-light image enhancement via real-low to real-normal network

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:55:20.628569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T18:55:19.918355Z digest=sha256:7e2710b48d248d224c7dd85ca7721aeb87cf340bbd1708990a1f110cbe3acae8

Observation f5e045f7-bbd3-4e79-ad12-4460fca6cabb · outbound

This paper cites Featenhancer: Enhancing hierarchical features for object detection and beyond under low-light vision.

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Featenhancer: Enhancing hierarchical features for object detection and beyond under low-light vision

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:55:20.617569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T18:55:19.921306Z digest=sha256:fdc8b28e3703436126a2972d3f374f866ac036d1172cbda652e99534093ed00c

Observation 631978cb-0882-49fc-84c6-91674b216f49 · outbound

This paper cites Mask r-cnn.

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Mask r-cnn

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:55:20.606568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T18:55:19.924974Z digest=sha256:a3f3ffdbe046d169a6b10f3f5c044c36dc1ddfb90e4e5e1ec5d344b9fcba36b5

Observation 523781fb-1554-428f-8819-bded048620d6 · outbound

This paper cites Deep fourier-based exposure correction network with spatial-frequency interaction.

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Deep fourier-based exposure correction network with spatial-frequency interaction

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:55:20.595882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T18:55:19.927980Z digest=sha256:6c2f3148459d7303c250ca3c9aceb915e2d2833161549443ab703f5f49544b6c

Observation 07281bcd-1458-4892-adb3-28a02862dc12 · outbound

This paper cites Efficient contrast enhancement using adaptive gamma correction with weighting distribution.

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Efficient contrast enhancement using adaptive gamma correction with weighting distribution

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:55:20.585393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T18:55:19.931753Z digest=sha256:a9d477da5dc614f0c3a67e3b0cc70659a8885d2eb857efa729664262bf9970a3

Observation 9891a1a3-8f72-49e0-a5bf-efd865832d2c · outbound

This paper cites LocalMamba: Visual State Space Model with Windowed Selective Scan.

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement LocalMamba: Visual State Space Model with Windowed Selective Scan

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-15T18:55:19.934670Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T18:55:19.934670Z digest=sha256:c834e0ff00bd3835e7b39589b9855053aeb038580d7dfea9661fcdc0f2665dbd

Observation d0bf1b53-a9bc-4df4-8ebe-144e0192d5ed · outbound

This paper cites IRSRMamba: Infrared Image Super-Resolution via Mamba-based Wavelet Transform Feature Modulation Model.

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement IRSRMamba: Infrared Image Super-Resolution via Mamba-based Wavelet Transform Feature Modulation Model

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-15T18:55:19.938680Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T18:55:19.938680Z digest=sha256:16dac6d3b16eb1d0bea4cd229f665854d9fd6ccf0b36240ffd8c568c115d4b93

Observation c3e0d0c5-738c-4a5e-ab38-6e104b9b7fc3 · outbound

This paper cites Contrast enhancement based on layered difference representation.

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Contrast enhancement based on layered difference representation

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:55:20.574583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T18:55:19.942322Z digest=sha256:b16953c8b12743e967d08bd812e69dc664f9eaaa979882ad2dc9b654dba32c2f

Observation 4d50afa8-3927-447e-ae22-5fb403c0ce4e · outbound

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

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Contrast enhancement based on layered difference representation of 2d histograms

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:55:20.562965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T18:55:19.945245Z digest=sha256:21247b6aeb1d5a47f97616c8ff3628564e21977c6812c5460b62f234b8284953

Observation 8ee67495-26b2-41f3-816e-dee543deb8f3 · outbound

This paper cites Embeddingfourier for ultra-high-definition low-light image enhancement.

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Embeddingfourier for ultra-high-definition low-light image enhancement

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:55:20.551753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T18:55:19.948436Z digest=sha256:c28b1a7df416cf683c9cf63cec140633a1cb57205ad256baea3282bca7bd0130

Observation 79a167b7-ab48-4fc0-9052-2d49ebac1c9a · outbound

This paper cites Light the night: A multi-condition diffusion framework for unpaired low-light enhancement in autonomous driving.

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Light the night: A multi-condition diffusion framework for unpaired low-light enhancement in autonomous driving

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:55:20.541071Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T18:55:19.951519Z digest=sha256:2f0b2d114d1f5b1a3de982279d9793f2cd37fc2357ac281c6fd07f3dc0912280

Observation b2024b0d-3d0d-4e5f-bc54-3638531077ce · outbound

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

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Structure-revealing low-light image enhancement via robust retinex model

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:55:20.530863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T18:55:19.954627Z digest=sha256:6985857a579460846450ff8833f89fdec6599c303d96692de805f814196030d3

Observation 6e06d081-aae2-41e2-aa7d-db594cf6d92f · outbound

This paper cites MambaDFuse: A Mamba-based Dual-phase Model for Multi-modality Image Fusion.

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement MambaDFuse: A Mamba-based Dual-phase Model for Multi-modality Image Fusion

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-15T18:55:19.957766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T18:55:19.957766Z digest=sha256:ce3ffd0c28566ccd6071c9a87def5346948a1cdfa1d23d468914f96f5107d068

Observation 2ec2972b-b12e-4bac-80fd-5c84562ac090 · outbound

This paper cites Learning hierarchical dynamics with spatial adjacency for image enhancement.

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Learning hierarchical dynamics with spatial adjacency for image enhancement

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:55:20.518378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T18:55:19.960912Z digest=sha256:858ca79377fdb4db11c2606c19d315027b40aa93097057e29e55b020bcc03883

Observation 75621ab5-04a5-48ff-87a0-5628568f412d · outbound

This paper cites Microsoft coco: Common objects in context.

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Microsoft coco: Common objects in context

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-15T18:55:19.964172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T18:55:19.964172Z digest=sha256:a6e69de8b2142eb33b9cc0baaf9a401de59793180d304c8f52a01f1fd1585897

Observation 277d9af2-fa68-4b15-87b6-cffa7f6093d6 · outbound

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

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Controlling Vision-Language Models for Multi-Task Image Restoration

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-15T18:55:19.967276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T18:55:19.967276Z digest=sha256:adbf780ffb3257b336163fcd28d037dec00bace28c0809ad817500129080bdfb

Observation f4cf9760-2599-4913-99fe-f26a39e8e600 · outbound

This paper cites Autoregressive Pretraining with Mamba in Vision.

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Autoregressive Pretraining with Mamba in Vision

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-15T18:55:19.970724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T18:55:19.970724Z digest=sha256:1e450feaca363a2b6f880d39bec60d3c19864958ca946465b4830f2429b87caa

Observation a4fc88bf-9fe8-48c5-bac7-39e84612c058 · outbound

This paper cites Binary cross entropy with deep learning technique for image classification.

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Binary cross entropy with deep learning technique for image classification

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:55:20.500053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T18:55:19.974477Z digest=sha256:804044628bc373b074439ea6628dffcaa33dde925ac3404c23c7c05b6400613b

Observation 966fd9aa-ca1d-44f2-9086-1fb4ce4ee892 · outbound

This paper cites Shift: a synthetic driving dataset for continuous multi-task domain adaptation.

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Shift: a synthetic driving dataset for continuous multi-task domain adaptation

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:55:20.489193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T18:55:19.977984Z digest=sha256:96c88be90c74c3fe1ffc1dc8325a7b4a7886a5e52f510b977b35ded771a61f5a

Observation b40f9ddb-13be-43c4-993e-dc5832feb7c5 · outbound

This paper cites Wavelet-based mamba with fourier adjustment for low-light image enhancement.

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Wavelet-based mamba with fourier adjustment for low-light image enhancement

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:55:20.478130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T18:55:19.981065Z digest=sha256:4d4f15cc5316d5921179c024fb0c7bcf721cffadb5e3af286cb4be92499f1da8

Observation 569bbbf0-dab9-4377-94ac-f161f0cbb1e0 · outbound

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

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Fourllie: Boosting low-light image enhancement by fourier frequency information

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:55:20.467663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T18:55:19.984056Z digest=sha256:a05a2e45e618169c982998710a209f113959ab448b9011ae48614bea48d95e3d

Observation 9d9beed7-2572-4c16-941d-c3a2ff44d707 · outbound

This paper cites Correlation matching transformation transformers for uhd image restoration.

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Correlation matching transformation transformers for uhd image restoration

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:55:20.456374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T18:55:19.987031Z digest=sha256:ed0ada4e1c82fc47804052fa7e765691647e9f3c2b59aa38c69c5551a3550195

Observation 68de38c2-8953-4522-9357-145e77642c07 · outbound

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

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Naturalness preserved enhancement algorithm for non-uniform illumination images

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:55:20.444260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T18:55:19.990232Z digest=sha256:761a0c23c57276801122f6665f65d1f4bf69000958f4cba6efb51c35eac5244c

Observation 1c0f1df8-1a5a-4945-82c3-968b3706c9e1 · outbound

This paper cites Low-light image enhancement with illumination-aware gamma correction and complete image modelling network.

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Low-light image enhancement with illumination-aware gamma correction and complete image modelling network

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:55:20.432862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T18:55:19.993678Z digest=sha256:5849976b8ec86d698df27a9a4254e6dc8b2a5649063eef1ab8d075992cca8cdd

Observation 5aaf5f07-df39-4720-abd2-c9a00654d0a0 · outbound

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

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Image quality assessment: from error visibility to structural similarity

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-15T18:55:19.996833Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T18:55:19.996833Z digest=sha256:de7fc8e44147e4bd5c198011d80a10bcd025304357ec38e8895c26bb8c3d6ed9

Observation 56d11fe1-8dc1-4d55-8544-a636d09aa265 · outbound

This paper cites Multimodal low-light image enhancement with depth information.

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Multimodal low-light image enhancement with depth information

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:55:20.410987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T18:55:19.999725Z digest=sha256:139b73c915d78bfbbb2699d004d076360fcc4b49d07fd4c021c133b9807e65ad

Observation 37a51600-cead-4152-8130-df4f04db1882 · outbound

This paper cites Mamballie: Implicit retinex-aware low light enhancement with global-then-local state space.

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Mamballie: Implicit retinex-aware low light enhancement with global-then-local state space

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:55:20.399300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T18:55:20.003089Z digest=sha256:c616fc6c6f0657339906d79da7cbe1b5611f25aa833d0d9f5a3c126d1745c5dd

Observation bcb783d9-7474-4062-8d45-d91b634b1d2b · outbound

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

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Uretinex-net: Retinex-based deep unfolding network for low-light image enhancement

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:55:20.386295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T18:55:20.006910Z digest=sha256:37defc04a482ece11e727bfb861a486fa74b9696ac725d8708cb939b4a9a6552

Observation c164cdf6-26d7-4df0-8f01-804f0c526692 · outbound

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

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Learning semantic-aware knowledge guidance for low-light image enhancement

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:55:20.374564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T18:55:20.009911Z digest=sha256:f51ab0080843efb15df5ba9e858a75684c269146b001d91950bb87a97f527851

Observation 13cfd4fa-c144-4c80-a1c7-b233011f2ac6 · outbound

This paper cites Quadmamba: Learning quadtree-based selective scan for visual state space model.

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Quadmamba: Learning quadtree-based selective scan for visual state space model

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:55:20.362842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T18:55:20.012792Z digest=sha256:2cc91288a8aeb1aa081d3a9ee423b36cf638b43b240742ab7e95e0c9839b110b

Observation deaa531f-c06c-4eca-8f58-75ee8c493f38 · outbound

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

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Snr-aware low-light image enhancement

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:55:20.350202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T18:55:20.015951Z digest=sha256:a3a424745be234869e1d9148dbe6cf6cbe6687aeffa201d6dd4918b27405c924

Observation 1486ea49-d17f-4984-a42e-4aa62ce9bb9f · outbound

This paper cites Low-light image enhancement via structure modeling and guidance.

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Low-light image enhancement via structure modeling and guidance

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:55:20.338667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T18:55:20.018847Z digest=sha256:63378223f9c77f800a9c939e64806311ed3ce82fd59b55212e76825fcf22dd5a

Observation ca084ac6-bbfe-48f4-9023-bfb6042e5bc0 · outbound

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

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Sparse gradient regularized deep retinex network for robust low-light image enhancement

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:55:20.327187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T18:55:20.021689Z digest=sha256:c0a01ba8dd0b4e4cf57b8bbec1f9a17496865d81726e2a4f4617e1f47944190c

Observation 27e2b113-5bbf-4bc6-96d2-e5c8a82a5e6b · outbound

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

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Learning enriched features for real image restoration and enhancement

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:55:20.315620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T18:55:20.024545Z digest=sha256:c0b3b40fe68b60b38f16d1374e5317d2bfb918d6030d0a1de165bfbda39e9655

Observation c73cf3ad-bb40-480d-8154-3d875aed4016 · outbound

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

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement The unreasonable effectiveness of deep features as a perceptual metric

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-15T18:55:20.027726Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T18:55:20.027726Z digest=sha256:aba13bdfbe6a464b87580a40befd76d5af3ece515ca2558f32287044d688edf9

Observation 52f55dc7-8a44-4362-aaf2-db886ca05761 · outbound

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

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Dmfourllie: Dual-stage and multi-branch fourier network for low-light image enhancement

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:55:20.296493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T18:55:20.030743Z digest=sha256:ed7864d3e1ef97ccacc8dead9d7a087b4af84b8d34279a1767f48441560f9e5c

Observation eea1767b-60bf-4fa2-8c04-9d6dfcdea41d · outbound

This paper cites LLEMamba: Low-Light Enhancement via Relighting-Guided Mamba with Deep Unfolding Network.

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement LLEMamba: Low-Light Enhancement via Relighting-Guided Mamba with Deep Unfolding Network

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-15T18:55:20.033660Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T18:55:20.033660Z digest=sha256:f32e41df19f5a182b27c48aefbf140226dfe24526b367ffcc8e8d7be327fc009

Observation 2aefff53-231f-482a-a427-b936a961992e · outbound

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

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Kindling the darkness: A practical low-light image enhancer

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:55:20.283622Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T18:55:20.036724Z digest=sha256:16192bfc87ea44ef19ebd1fcf48f1a2315de9fa5a2c8671e428c6d1e2f37d201

Observation b95b578b-0458-4e91-bbd3-69a60b1ba765 · outbound

This paper cites Beyond brightening low-light images.

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Beyond brightening low-light images

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:55:20.273711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T18:55:20.039785Z digest=sha256:82e87e3d3d2bce514ee61c64021e650eadad584ace1f9f6ce0b7704bd4fc8444

Observation 90a7e22d-132e-4bac-b0eb-04e9b07c9ae0 · outbound

This paper cites Vision Mamba: Efficient Visual Representation Learning with Bidirectional State Space Model.

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Vision Mamba: Efficient Visual Representation Learning with Bidirectional State Space Model

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-15T18:55:20.043161Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T18:55:20.043161Z digest=sha256:3a62d79d9564e6819ef2218bedcc16b5252de06465ac659ccba5550ef08a4767

Observation a9c61d56-4db3-4bf5-a1ec-96cd0ff843fa · outbound

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

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Wave-mamba: Wavelet state space model for ultra-high-definition low-light image enhancement

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:55:20.263463Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T18:55:20.046736Z digest=sha256:ade04f803f80100033a68ec49d3548e1e318ad7b7a4d9e10eef60f61b0a8520e

Observation c361cc1a-eeab-4f70-ac42-6206a37cadc9 · outbound

This paper cites Vqcnir: Clearer night image restoration with vector-quantized codebook.

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement Vqcnir: Clearer night image restoration with vector-quantized codebook

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T18:55:20.252188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T18:55:20.049823Z digest=sha256:7c7bfadc5d0def570fbbfe49af320ac80619d52cdca7730f652f2d01c8729572

Observation 9fe429be-e47f-4e69-818e-3312aee4eefb · outbound

This paper cites write newline.

BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement write newline

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-15T18:55:20.053179Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T18:55:20.053179Z digest=sha256:0bd2595e0329a03fb1d1aded7fef92bc6a2e25d17c808f9376e192a78c7d1ea3

Pith citing papers

Observation d5a296b1-7406-4ff3-a043-bad56b5d4368 · inbound

Uncertainty-Aware Spatial Color Correlation for Low-Light Image Enhancement cites this paper.

Uncertainty-Aware Spatial Color Correlation for Low-Light Image Enhancement BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-06T00:55:40.447424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T00:55:40.447424Z digest=sha256:6fd956fb2168bd061667fb709c003d51b2770082e7c948fe44780e0cb9afcce4

Observation 9f6d8b14-2ccf-48a4-975f-991132d35d12 · inbound

RPCASSM: Robust PCA State Space Model For Infrared Small Target Detection cites this paper.

RPCASSM: Robust PCA State Space Model For Infrared Small Target Detection BSMamba: Brightness and Semantic Modeling for Long-Range Interaction in Low-Light Image Enhancement

Reference 20

Resolution
verified exact
arxiv_id, observed 2026-07-01T22:36:17.460862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-28T15:14:19.741409Z digest=sha256:8bbb423edd1bf689a40a0ec5a6e8df17612477c2ed3921e5a1fd1378b46fbbaa