Paper Citation Record · LEDGER

DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal Learning

As of 22 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 0 inbound Pith citation observations for arXiv:2504.19127.

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

pith.paper-citation-record.v1
2504.19127 v1

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T06:06:19.854893Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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

41 of 41 outbound references displayed

verified exact1
verified fuzzy34
unresolved6
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ac305fc1-fc90-428b-857d-14deace48884 · outbound

This paper cites Comparing deep learning models for low-light natural scene image enhancement and their impact on object detection and classification: Overview, empirical evaluation, and challenges.

DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal Learning Comparing deep learning models for low-light natural scene image enhancement and their impact on object detection and classification: Overview, empirical evaluation, and challenges

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:06:20.601281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 896dcb84-4ba5-4700-83ed-9f952bde526c · outbound

This paper cites Degrade for upgrade: Learning degradation representations for real-world low-light image enhancement.

DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal Learning Degrade for upgrade: Learning degradation representations for real-world low-light image enhancement

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:06:20.583557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 825c00ea-486b-4037-9041-6183b34ed324 · outbound

This paper cites Improving Low-Light Image Recognition Performance Based on Image-adaptive Learnable Module.

DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal Learning Improving Low-Light Image Recognition Performance Based on Image-adaptive Learnable Module

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-16T06:06:19.655156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00571806-3951-4b8d-8792-693a711b777a · outbound

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

DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal Learning Retinexformer: One-stage retinex-based transformer for low-light image en- hancement

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:06:20.566065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 25e3c06e-430c-483d-acaa-28e6f10737e1 · outbound

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

DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal Learning Snr-aware low-light image enhancement

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:06:20.550657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f96defbf-91b0-4f74-b1e5-5fc56de460b3 · outbound

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

DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal Learning Restormer: Efficient transformer for high- resolution image restoration

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:06:20.534318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 6cd9e99f-2df9-4fe4-86c7-b7bc177617a4 · outbound

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

DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal Learning Band representation-based semi-supervised low-light image enhancement: Bridging the gap between signal fidelity and perceptual quality

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:06:20.517900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b67b9553-ca58-4e87-8f68-82a00ee62830 · outbound

This paper cites A dynamic histogram equalization for image contrast enhancement.

DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal Learning A dynamic histogram equalization for image contrast enhancement

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:06:20.502627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 698769f7-3aca-42d0-81ad-78ddb4c806c4 · outbound

This paper cites Local color correction using non-linear masking.

DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal Learning Local color correction using non-linear masking

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:06:20.486380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 6a406731-d567-467c-bd49-a28d10cc332f · outbound

This paper cites Image enhancement by modified contrast-stretching manip- ulation.

DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal Learning Image enhancement by modified contrast-stretching manip- ulation

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:06:20.470723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 06deb8c6-2aa5-4829-b589-f4db5c792470 · outbound

This paper cites Llcnn: A convolutional neural network for low-light image enhancement.

DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal Learning Llcnn: A convolutional neural network for low-light image enhancement

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:06:20.454544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 3a516f40-19cb-4b1d-90b4-ec68bbba59af · outbound

This paper cites Rscnn: A cnn-based method to enhance low-light remote-sensing images.

DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal Learning Rscnn: A cnn-based method to enhance low-light remote-sensing images

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:06:20.436908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 5fc67e32-4043-408b-b007-22ef4f0d9a51 · outbound

This paper cites Tpet: two-stage perceptual enhancement transformer network for low-light image enhancement.Engineering Applications of Artificial Intelligence, 116:105411, 2022.

DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal Learning Tpet: two-stage perceptual enhancement transformer network for low-light image enhancement.Engineering Applications of Artificial Intelligence, 116:105411, 2022

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:06:20.420436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a24a9336-00ea-4f6d-bd9e-db49ea1f3692 · outbound

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

DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal Learning Learning semantic-aware knowledge guidance for low-light image enhancement

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:06:20.403413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 9c4ba0f1-2324-46dc-90e0-07122626a83d · outbound

This paper cites The retinex theory of color vision.

DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal Learning The retinex theory of color vision

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:06:20.384947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 06f7e199-8be7-4a44-8b09-b14e98cf307f · outbound

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

DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal Learning Lime: Low-light image enhancement via illumination map estimation

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:06:20.368648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 7835a795-8368-4cc5-8a71-c2eda7ac0b34 · outbound

This paper cites Naturalness preserved image enhancement using a priori multi-layer lightness statistics.

DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal Learning Naturalness preserved image enhancement using a priori multi-layer lightness statistics

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:06:20.350350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b75a896d-81fb-4fcb-9315-ea6fac2578cf · outbound

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

DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal Learning Llnet: A deep autoencoder approach to natural low-light image enhancement

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:06:20.332087Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 6c19f654-a331-407a-a2d4-fb7d37698458 · outbound

This paper cites Deep photo enhancer: Unpaired learning for image enhancement from photographs with gans.

DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal Learning Deep photo enhancer: Unpaired learning for image enhancement from photographs with gans

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:06:20.313927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 6d717406-ca0e-48fa-948b-dd851f7504e5 · outbound

This paper cites Beyond brightening low-light images.

DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal Learning Beyond brightening low-light images

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:06:20.296026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b5aac2a6-e609-4563-a7c4-f8f0af0b90e4 · outbound

This paper cites Learning Physics-Informed Color-Aware Transforms for Low-Light Image Enhancement.

DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal Learning Learning Physics-Informed Color-Aware Transforms for Low-Light Image Enhancement

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-08-16T06:06:19.937164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 1509175e-f0fc-4774-bbea-1691af634a94 · outbound

This paper cites Multi-scale progressive feature embedding for accurate nir-to-rgb spectral domain translation.

DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal Learning Multi-scale progressive feature embedding for accurate nir-to-rgb spectral domain translation

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:06:20.279213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c83ad79b-dda4-4c17-b0f6-f5bd51ca91be · outbound

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

DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal Learning Multimodal low-light image enhancement with depth information

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:06:20.260958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 307cd2b1-e6d1-41ac-9f05-0e8455fe17f9 · outbound

This paper cites Cooperative colorization: Exploring latent cross-domain priors for nir image spectrum translation.

DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal Learning Cooperative colorization: Exploring latent cross-domain priors for nir image spectrum translation

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:06:20.240347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ed411a71-b0a5-4e95-8d3d-059a914457ff · outbound

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

DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal Learning Enlightengan: Deep light enhancement without paired supervision

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-16T06:06:19.772708Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b29d60ee-ca81-47e8-b4a3-b989db39b880 · outbound

This paper cites Implicit neu- ral representation for cooperative low-light image enhancement.

DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal Learning Implicit neu- ral representation for cooperative low-light image enhancement

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:06:20.207354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f5819853-3f33-4420-8e42-77f0ec70528e · outbound

This paper cites Unsupervised image prior via prompt learning and clip semantic guidance for low-light image en- hancement.

DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal Learning Unsupervised image prior via prompt learning and clip semantic guidance for low-light image en- hancement

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:06:20.182566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 32819701-269c-4dd6-b6ce-01e3c1d2802d · outbound

This paper cites Learning transferable visual models from natural language supervision.

DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal Learning Learning transferable visual models from natural language supervision

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-16T06:06:19.788698Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a398409-48e0-4d31-96e8-fb2ff4504a5c · outbound

This paper cites Deep high- resolution representation learning for visual recognition.

DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal Learning Deep high- resolution representation learning for visual recognition

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:06:20.145824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 87123c07-cbda-4e4e-995e-e53166e3a42e · outbound

This paper cites Hyperspectral image reconstruction via combinatorial embedding of cross-channel spatio-spectral clues.

DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal Learning Hyperspectral image reconstruction via combinatorial embedding of cross-channel spatio-spectral clues

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:06:20.128835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 07613ff0-60be-4083-9a7c-91649b703247 · outbound

This paper cites Deep retinex decom- position for low-light enhancement.

DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal Learning Deep retinex decom- position for low-light enhancement

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:06:20.109471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 031aae99-c469-452e-8676-07b41a6d498f · outbound

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

DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal Learning Sparse gradient regularized deep retinex network for robust low-light image enhancement

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:06:20.091212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 0b61d42c-40c6-456a-99b6-8fc5a1144ba0 · outbound

This paper cites Learning to see in the dark.

DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal Learning Learning to see in the dark

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:06:20.073935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 3fff0905-e064-4f39-9011-0682564e864b · outbound

This paper cites Seeing motion in the dark.

DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal Learning Seeing motion in the dark

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:06:20.054460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 146d38d1-bf63-46ec-bed2-e040a8236fbf · outbound

This paper cites Unpaired image enhancement featuring reinforcement-learning-controlled image editing software.

DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal Learning Unpaired image enhancement featuring reinforcement-learning-controlled image editing software

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:06:20.034720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b1a18ab8-8d93-4020-bb53-f87b04dd81ef · outbound

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

DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal Learning Learning to restore low-light images via decomposition-and-enhancement

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:06:20.017379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 9eb81ae8-0f48-4cb1-9568-60cd5d5e4241 · outbound

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

DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal Learning Learning enriched features for real image restoration and enhancement

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:06:20.000704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 98d75b47-a6c9-4142-87a4-388588d27ce8 · outbound

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

DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal Learning Ultra-high-definition low-light image enhancement: A benchmark and transformer-based method

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T06:06:19.984145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 43c58b7b-2585-47ad-8af6-177121301fea · outbound

This paper cites HAIR: Hypernetworks-based All-in-One Image Restoration.

DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal Learning HAIR: Hypernetworks-based All-in-One Image Restoration

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-16T06:06:19.844990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c433a108-621e-4486-bb23-b179f8b952a9 · outbound

This paper cites Segment anything.

DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal Learning Segment anything

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-16T06:06:19.850002Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d494c03f-9c95-4f2e-8a65-29a917d0c8f0 · outbound

This paper cites ColorMamba: Towards High-quality NIR-to-RGB Spectral Translation with Mamba.

DeepSPG: Exploring Deep Semantic Prior Guidance for Low-light Image Enhancement with Multimodal Learning ColorMamba: Towards High-quality NIR-to-RGB Spectral Translation with Mamba

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-16T06:06:19.854893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.