Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-10T08:59:34.541597Z
Paper Citation Record · LEDGER
As of 17 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2604.16582.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-10T08:59:34.541597Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
45 of 45 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation c3c5fde0-76f9-4da9-b914-71e6a56de13e · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection Frequency-tuned salient region de- tection
Reference 1
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.
Observation 0c4ed811-d1ba-4ea4-b89b-2deccf42e0ff · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection Computer vision and deep learning techniques for pedes- trian detection and tracking: A survey.Neurocomputing, 300:17–33
Reference 2
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.
Observation 9c23e928-d178-4515-be60-4a57f1be41c0 · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection Camouflaged object detection via context- aware cross-level fusion.IEEE Transactions on Circuits and Systems for Video Technology, 32(10):6981–6993
Reference 3
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.
Observation 1d2bc397-2eeb-496c-bf79-ef8ad42054b1 · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection Boundary-guided network for camou- flaged object detection.Knowledge-based systems, 248: 108901
Reference 4
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.
Observation cf0f1be0-036c-4ef2-8242-8da2935a0f71 · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection Occlusion and multi-scale pedestrian detection a re- view.Array, 19:100318
Reference 5
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.
Observation 625931d2-efcf-4b4e-b709-a1c2552e20b3 · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection Histograms of oriented gra- dients for human detection
Reference 6
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.
Observation b40c439c-503e-4c6e-8d44-b8d1b4ec355b · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection Pedestrian detection: A benchmark
Reference 7
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.
Observation 59297cfb-8236-4bc4-bb23-f13827df58b2 · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection Pedestrian detection: An evaluation of the state of the art.IEEE transactions on pattern analysis and machine in- telligence, 34(4):743–761
Reference 8
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.
Observation 6cdb7649-0952-4f3b-98de-bdc46819ab0e · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection Structure-measure: A new way to evaluate foreground maps
Reference 9
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.
Observation e98c2d2f-6a92-462f-a1bd-2b6e3ba54a38 · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection Enhanced-alignment Measure for Binary Foreground Map Evaluation
Reference 10
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.
Observation f27b5727-e432-4783-abb2-48261ea9669b · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection Camouflaged object detec- tion
Reference 11
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.
Observation f61012e5-af0e-4e73-b397-3cb415b9bfaf · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection Concealed object detection.IEEE transactions on pat- tern analysis and machine intelligence, 44(10):6024–6042
Reference 12
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.
Observation 31c1b82b-3de3-45bb-aea5-b2378f7c5406 · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection A discriminatively trained, multiscale, deformable part model
Reference 13
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.
Observation b0049c5c-f544-42ca-876d-26cd25c2a07a · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection Res2net: A new multi-scale backbone architecture.IEEE transactions on pattern analysis and machine intelligence, 43(2):652–662
Reference 14
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.
Observation af4ce808-89fd-40bb-8cca-160d3ff8f7e0 · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection Pedestrian detection using adaboost learning of features and vehicle pitch estimation
Reference 15
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.
Observation 9202d061-aaa9-4b19-8041-642007c28029 · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection Com- puter vision approaches to pedestrian detection: visible spec- trum survey
Reference 16
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.
Observation 0051a5f5-4e83-4ac9-a295-869bdff19cb2 · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection Pedestrian detection in low-light con- ditions: A comprehensive survey.Image and Vision Com- puting, 148:105106
Reference 17
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.
Observation 69c92b40-3d96-4c26-bac9-e318c5eb8852 · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection Deep residual learning for image recognition
Reference 18
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.
Observation cbc407e8-1bb1-45ff-9178-5054c2c95b0b · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection High-resolution it- erative feedback network for camouflaged object detection
Reference 19
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.
Observation 233c75eb-2f7a-48cb-9606-c6b60dc10b73 · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection Multispectral pedestrian detection: Benchmark dataset and baseline
Reference 20
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.
Observation d5823ff4-92c4-45bb-be6c-be763c1b6869 · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection Deep gradient learn- ing for efficient camouflaged object detection.Machine In- telligence Research, 20(1):92–108
Reference 21
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.
Observation b2b1b253-a33b-4684-816c-5ec5036e68a6 · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection The making and breaking of camouflage
Reference 22
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.
Observation 88b353be-293a-40f7-884d-13e3e53a4e95 · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection Nguyen, Zhongliang Nie, Minh- Triet Tran, and Akihiro Sugimoto
Reference 23
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.
Observation 904676e6-fa6e-49bf-9a98-818b48e60587 · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection Target-aware dual adversarial learning and a multi-scenario multi-modality benchmark to fuse infrared and visible for object detection
Reference 24
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.
Observation 8236f6b7-97c2-468e-902b-e5c610580908 · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection Modeling aleatoric uncertainty for camouflaged object detection
Reference 25
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.
Observation 01c49ca8-afa0-4e0f-aa17-10b1416c75b1 · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection Camou- flaged people detection based on a semi-supervised search identification network.Defence Technology, 21:176–183
Reference 26
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.
Observation 7f4caf69-0f09-4abc-b4b8-2daead991bef · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection Simultaneously lo- calize, segment and rank the camouflaged objects
Reference 27
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.
Observation c6f74e23-76c6-457f-81a4-62ae52364b33 · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection How to evaluate foreground maps? InProceedings of the IEEE con- ference on computer vision and pattern recognition, pages 248–255
Reference 28
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.
Observation a4660fd3-5f36-4cd2-a396-0fbea9c2c4df · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection Saliency filters: Contrast based filter- ing for salient region detection
Reference 29
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.
Observation 6f0a9e2c-8bda-4f7c-a293-5142faf4a76e · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection Basnet: Boundary- aware salient object detection
Reference 30
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.
Observation b584c71d-401c-48ba-9e26-80e84773a428 · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection Animal camouflage analysis: Chameleon database
Reference 31
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.
Observation a67ba11d-92b1-4829-bfdc-61300a698336 · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection Edge-aware mirror network for camouflaged object detection
Reference 32
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.
Observation 6f5bdb8b-07f3-49f0-a4e3-879c971f4f0b · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection Efficientnet: Rethinking model scaling for convolutional neural networks
Reference 33
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.
Observation 6061de0f-6e25-4cfd-81ef-b068dadfc0ce · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection Computer vision in the infrared spectrum: challenges and approaches
Reference 34
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.
Observation 38117e92-2608-4519-8ff8-f59daa60f279 · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection Pedestrian detection in severe weather conditions.Ieee Ac- cess, 8:62775–62784
Reference 35
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.
Observation 95b45041-7ed3-45ed-b644-39c481a8d28b · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection A VNet: Cross-Spectral Attention-Vision Model for Camouflaged Object Detection in Ecological Conservation
Reference 36
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.
Observation 21bf8081-6b96-4162-b414-2907ea2e20b5 · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection Assisted refinement network based on channel information interaction for camouflaged object de- tection
Reference 37
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.
Observation 2e8c0e9e-097a-4b09-b2e4-d4c9f80916c1 · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection Efficient camouflaged object detection network based on channel reconstruction and hy- brid attention
Reference 38
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.
Observation 4771ff9f-7e20-4e93-9b1b-06b0aecbf49b · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection Assisted refinement network based on channel information interaction for camouflaged and salient object detection
Reference 39
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.
Observation e5b0dc27-3ce6-427a-a867-80943373320d · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection Pvt v2: Improved baselines with pyramid vision transformer
Reference 40
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.
Observation 697bbaa4-14d3-4cf0-879a-0109606769df · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection A Survey of Camouflaged Object Detection and Beyond
Reference 41
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.
Observation 3ec3328b-e933-4677-aba8-053ea0532548 · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection Unresolved cited work
Reference 42
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.
Observation 87e76006-95b1-4e67-a102-11468b2ec52a · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection PlantCamo: Plant Camouflage Detection
Reference 43
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.
Observation 730db38c-84d8-457d-ac38-dad8bfb185e7 · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection An effective cnn and transformer fusion network for camouflaged object detection.Computer Vision and Image Understanding, page 104431
Reference 44
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.
Observation e7572695-0c92-4b53-a5ff-8b3dbb8d907a · outbound
Camo-M3FD: A New Benchmark Dataset for Cross-Spectral Camouflaged Pedestrian Detection A survey on deep learning-based camouflaged object detec- tion.Multimedia Systems, 30(5):268
Reference 45
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.
No inbound Pith citation observations are available.