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Paper Citation Record · LEDGER

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety

As of 10 August 2026, this Paper Citation Record lists 100 of 148 outbound references and 0 inbound Pith citation observations for arXiv:2510.03314.

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

pith.paper-citation-record.v1
2510.03314 v2

Coverage vector

measured 100 of 148 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T13:27:57.694141Z

measured 100 of 100 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

100 of 148 outbound references displayed

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  • unresolved100
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2bc966b2-7e39-42a7-9a95-5237a89a2c9e · outbound

This paper cites Advancing traffic safety through the safe system approach: A systematic review,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Advancing traffic safety through the safe system approach: A systematic review,

Reference 1

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Observation 6289c8cc-edeb-4066-a86b-24dcfe5a8825 · outbound

This paper cites Road traffic injuries,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Road traffic injuries,

Reference 2

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Observation b9c95ed3-49be-4892-908c-2ecca93a40b0 · outbound

This paper cites U.s. department of transportation announces new guidance to improve safety for vulnerable road users under president’s bipartisan infrastructure law,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety U.s. department of transportation announces new guidance to improve safety for vulnerable road users under president’s bipartisan infrastructure law,

Reference 3

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Observation 3fcb319a-b136-4c53-aad0-c23153d91f1d · outbound

This paper cites Nj named worst us state for pedestrian crashes — drugs and alcohol may be to blame,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Nj named worst us state for pedestrian crashes — drugs and alcohol may be to blame,

Reference 4

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Observation 9eb10c86-547b-4cc4-accf-b8d54ecaa06b · outbound

This paper cites Vulnerable road user safety assessment,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Vulnerable road user safety assessment,

Reference 5

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Observation f908878c-a854-4e61-a4dd-5e333a7a73fb · outbound

This paper cites Cooperative collision avoidance at in- tersections: Algorithms and experiments,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Cooperative collision avoidance at in- tersections: Algorithms and experiments,

Reference 6

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Observation 0f27af44-344a-40f4-b01c-a69d203931ec · outbound

This paper cites Vulner- able road user detection for roadside-assisted safety protection: A comprehensive survey,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Vulner- able road user detection for roadside-assisted safety protection: A comprehensive survey,

Reference 7

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Observation bcd2ab5b-12cc-48f8-8467-472ecf24af23 · outbound

This paper cites Vehicle-to- everything (v2x) in the autonomous vehicles domain–a technical review of communication, sensor, and ai tech- nologies for road user safety,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Vehicle-to- everything (v2x) in the autonomous vehicles domain–a technical review of communication, sensor, and ai tech- nologies for road user safety,

Reference 8

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Observation dc7c9a23-e267-44b7-b059-87fffd1ea852 · outbound

This paper cites Cooperative traffic signal assistance system for non- motorized users and disabilities empowered by com- puter vision and edge artificial intelligence,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Cooperative traffic signal assistance system for non- motorized users and disabilities empowered by com- puter vision and edge artificial intelligence,

Reference 9

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Observation 96545373-85eb-4291-93ce-0ee2ac05907a · outbound

This paper cites Implementation and evaluation of a cooperative vehicle-to-pedestrian safety application,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Implementation and evaluation of a cooperative vehicle-to-pedestrian safety application,

Reference 10

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Observation 9f2a48b4-6c50-43fc-8472-fcb0d568122f · outbound

This paper cites Roadside sensor systems for vulnerable road user protection: A review of methods and applications,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Roadside sensor systems for vulnerable road user protection: A review of methods and applications,

Reference 11

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Observation d5be49b7-1328-4a7f-a91b-d2b8cefaebe4 · outbound

This paper cites Vulnerable Road User Detection and Safety Enhancement: A Comprehensive Survey.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Vulnerable Road User Detection and Safety Enhancement: A Comprehensive Survey

Reference 12

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Observation 9fac4101-12e6-4417-b637-71a75b6810c4 · outbound

This paper cites Advancing vulnerable road users safety: Interdisci- plinary review on v2x communication and trajectory prediction,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Advancing vulnerable road users safety: Interdisci- plinary review on v2x communication and trajectory prediction,

Reference 13

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Observation 347dcac1-1e44-49c5-ae82-9701a71b5fdd · outbound

This paper cites Occlusion handling and multi-scale pedestrian detection based on deep learning: A review,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Occlusion handling and multi-scale pedestrian detection based on deep learning: A review,

Reference 14

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Observation 8d67a84f-f2d3-4246-aa70-9a259c5da906 · outbound

This paper cites From handcrafted to deep features for pedestrian detection: A survey,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety From handcrafted to deep features for pedestrian detection: A survey,

Reference 15

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Observation 72f20f79-c8a4-4704-8abb-7346c99e3f60 · outbound

This paper cites Vulnerable road users,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Vulnerable road users,

Reference 16

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Observation 2a222dd8-9f0c-4df9-a3bc-b4a5786e5d31 · outbound

This paper cites Intersection safety challenge,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Intersection safety challenge,

Reference 17

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Observation 6e3cf6fb-881f-4dc8-b052-eae709cdc8d5 · outbound

This paper cites Detecting carried objects from sequences of walking pedestrians,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Detecting carried objects from sequences of walking pedestrians,

Reference 18

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Observation 93f5db58-9ae5-49bd-a8d5-2b481b8fa95d · outbound

This paper cites Histograms of oriented gra- dients for human detection,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Histograms of oriented gra- dients for human detection,

Reference 19

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Observation d2d50b49-cf39-4efa-ae95-e18bafab7c52 · outbound

This paper cites Robust real-time face detec- tion,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Robust real-time face detec- tion,

Reference 20

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Observation 09f99934-88d9-441d-821e-6c71434b54bf · outbound

This paper cites Microsoft coco: Common objects in context,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Microsoft coco: Common objects in context,

Reference 21

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Observation ee121249-36a8-4e06-b47b-44a513926afb · outbound

This paper cites Imagenet: A large-scale hierarchical im- age database,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Imagenet: A large-scale hierarchical im- age database,

Reference 22

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Observation 0d56abef-9eff-4c84-9cf3-8e73a59aa5b9 · outbound

This paper cites Ssd: Single shot multibox de- tector,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Ssd: Single shot multibox de- tector,

Reference 23

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Observation fa95825f-f247-4572-8596-2880ffd2b675 · outbound

This paper cites Faster r-cnn: Towards real-time object detection with region proposal networks,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Faster r-cnn: Towards real-time object detection with region proposal networks,

Reference 24

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Observation 6ab5136e-fafa-4267-864a-9678b824ef0d · outbound

This paper cites Efficientdet: Scalable and efficient object detection,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Efficientdet: Scalable and efficient object detection,

Reference 25

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Observation 04bde558-e2b4-4193-957e-fc8c668f0996 · outbound

This paper cites Sparse r-cnn: End-to-end object detection with learnable pro- posals,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Sparse r-cnn: End-to-end object detection with learnable pro- posals,

Reference 26

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Observation 74c13b6b-b558-4b6a-b19c-11b06c6dbfce · outbound

This paper cites Pp-yoloe: An evolved version of yolo,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Pp-yoloe: An evolved version of yolo,

Reference 27

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Observation d2a0b93a-8e86-4d6e-977b-335e18e9a822 · outbound

This paper cites Convnext v2: Co-designing and scaling convnets with masked autoencoders,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Convnext v2: Co-designing and scaling convnets with masked autoencoders,

Reference 28

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Observation 60d8f3f3-2f18-4137-9176-0c92fba4fee3 · outbound

This paper cites Internim- age: Exploring large-scale vision foundation models with deformable convolutions,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Internim- age: Exploring large-scale vision foundation models with deformable convolutions,

Reference 29

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Observation 628ae0f3-11cd-4f44-a20d-396a5ca4396d · outbound

This paper cites Deformable DETR: Deformable Transformers for End-to-End Object Detection.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Deformable DETR: Deformable Transformers for End-to-End Object Detection

Reference 30

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Observation 04e0ccdf-c139-401b-bb1f-e122858dc4ca · outbound

This paper cites Swin transformer v2: Scaling up capacity and resolution,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Swin transformer v2: Scaling up capacity and resolution,

Reference 31

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Observation 3a488e5a-c01a-4beb-9d45-0f49a4c178e2 · outbound

This paper cites YOLOv11: An Overview of the Key Architectural Enhancements.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety YOLOv11: An Overview of the Key Architectural Enhancements

Reference 32

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Observation dc1db20e-adc7-4b8b-a266-aaaefb77b50e · outbound

This paper cites YOLOv12: Attention-Centric Real-Time Object Detectors.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety YOLOv12: Attention-Centric Real-Time Object Detectors

Reference 33

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Observation eb2fe53c-c81f-48c6-8ca3-3dfa5fb457bf · outbound

This paper cites Detrs beat yolos on real-time object detection,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Detrs beat yolos on real-time object detection,

Reference 34

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Observation 673b9e22-5835-46de-a25f-50fba729ce3d · outbound

This paper cites FasterViT: Fast Vision Transformers with Hierarchical Attention.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety FasterViT: Fast Vision Transformers with Hierarchical Attention

Reference 35

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Observation 72c054b1-539c-4fb8-aa3e-f5fa66e2500e · outbound

This paper cites Edgevit: Efficient visual modeling for edge comput- ing,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Edgevit: Efficient visual modeling for edge comput- ing,

Reference 36

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source=pdf_text observed=2026-08-04T13:27:48.240553Z digest=sha256:c844d5a233f36a7dd1cf061f1d05f51999bce08c039100e3deca076cdec15feb

Observation 6725fe58-31a9-4075-8e9d-c0e371340854 · outbound

This paper cites Maxvit: Multi-axis vision trans- former,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Maxvit: Multi-axis vision trans- former,

Reference 37

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source=pdf_text observed=2026-08-04T13:27:48.387637Z digest=sha256:667fe8ac62e77a18c14dae3d633bae9a29ac557f169cd308ea606c541fc02ccc

Observation 5ebccac8-b849-475c-88dd-bd80ca83d58e · outbound

This paper cites Diffusiondet: Diffusion model for object detection,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Diffusiondet: Diffusion model for object detection,

Reference 38

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source=pdf_text observed=2026-08-04T13:27:48.474255Z digest=sha256:aa58e76ad68a4c30d0918890b3dee7a2fbe760d2d0bc93e048fd3c2b3e639e2d

Observation 3c6f7c46-6b4b-43ad-a773-93f79143d968 · outbound

This paper cites An improved yolov5 algorithm for vulnerable road user detection,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety An improved yolov5 algorithm for vulnerable road user detection,

Reference 39

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source=pdf_text observed=2026-08-04T13:27:48.625732Z digest=sha256:1b79a646b625253ae3be6427d323f00fd1f2e42f2ed4698e6db2c41c00622b38

Observation eb0fe950-7d3d-470a-b834-774d7f1aff8b · outbound

This paper cites E-scooter rider detection and classification in dense urban environments,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety E-scooter rider detection and classification in dense urban environments,

Reference 40

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source=pdf_text observed=2026-08-04T13:27:48.795369Z digest=sha256:ac6e085977e87aa185d451ab53397b8e51241400475884e9941bed98e1e78418

Observation 40cafa24-c323-43aa-8577-20324cb4c070 · outbound

This paper cites Deep learning architectures for skateboarder– pedestrian surrogate safety measures,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Deep learning architectures for skateboarder– pedestrian surrogate safety measures,

Reference 41

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source=pdf_text observed=2026-08-04T13:27:48.950887Z digest=sha256:dc877db9a550e996e70053c173dadf4704a8efed6bb004e65c5963785cc7c528

Observation 7f5658b6-21a1-4e68-98e4-7d9a87a72c4c · outbound

This paper cites Detection of E-scooter Riders in Naturalistic Scenes.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Detection of E-scooter Riders in Naturalistic Scenes

Reference 42

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T13:27:49.067389Z digest=sha256:7f25e74025b56327d4d1c4d2d70243a483fac1df05984f57079b18fb32dbc2f0

Observation 0c2ea842-1388-46a3-9e96-b65e2cc5a55f · outbound

This paper cites Deep detection of people and their mobility aids for a hospital robot,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Deep detection of people and their mobility aids for a hospital robot,

Reference 43

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source=pdf_text observed=2026-08-04T13:27:49.237339Z digest=sha256:a099cb24810167869fc000d3c27a0507afc669953fb330c660be133c3cb31478

Observation 64c28f58-978c-4221-8236-e4c8c87dd0ed · outbound

This paper cites Grounding dino: Marrying dino with grounded pre-training for open-set object detection,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Grounding dino: Marrying dino with grounded pre-training for open-set object detection,

Reference 44

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T13:27:49.355253Z digest=sha256:ff9cc04536b198b85a59cf41b79d20425899424ea120edc3bc6e0f8fcf498a08

Observation e4a94f18-9ea3-496b-bde8-9efb60669e67 · outbound

This paper cites Yolo-world: Real-time open-vocabulary ob- ject detection,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Yolo-world: Real-time open-vocabulary ob- ject detection,

Reference 45

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no resolver link, observed 2026-08-04T13:27:49.473664Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T13:27:49.473664Z digest=sha256:b08ba16ecb3babc39c8f91df9f813156e02ec72846f0a71421510219b9e236ae

Observation 423c9cec-582a-4d97-b596-d9b96897e5dd · outbound

This paper cites Pedestrian detection in low-light conditions: A comprehensive survey,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Pedestrian detection in low-light conditions: A comprehensive survey,

Reference 46

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source=pdf_text observed=2026-08-04T13:27:49.592287Z digest=sha256:e3bf5648598380c07ddcc30d04094c8aec9cd5285b17bd28332de7c02c41e1bc

Observation 0595074f-6b1e-4aae-8290-868a0afcf90f · outbound

This paper cites Ms-detr: Multispectral pedes- trian detection transformer with loosely coupled fusion and modality-balanced optimization,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Ms-detr: Multispectral pedes- trian detection transformer with loosely coupled fusion and modality-balanced optimization,

Reference 47

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T13:27:49.714249Z digest=sha256:4bda49e9d29c5439b80989ae87eceb2c32d940994a15ed423f082ba3f2347a30

Observation 8e250a1f-4257-4064-a562-d396bc4e05c8 · outbound

This paper cites Cross-Modality Fusion Transformer for Multispectral Object Detection.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Cross-Modality Fusion Transformer for Multispectral Object Detection

Reference 48

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source=pdf_text observed=2026-08-04T13:27:49.861411Z digest=sha256:efa14d2cda13cebb2481294488f4e5c6cf1639876b4f16ea212c7363a052a751

Observation 956351b7-376d-49f8-b02c-2f4e13d4dd29 · outbound

This paper cites Guided attentive feature fusion for multispectral pedes- trian detection,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Guided attentive feature fusion for multispectral pedes- trian detection,

Reference 49

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source=pdf_text observed=2026-08-04T13:27:49.999497Z digest=sha256:08c88eec788a9aa1cfd3eae4645f0814e1fd35ab2c9bd05e5690be9bbe116d08

Observation 0939d3ca-8c17-40f5-9da4-50d6af0eec24 · outbound

This paper cites Multispectral fusion for object detection with cyclic fuse-and-refine blocks,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Multispectral fusion for object detection with cyclic fuse-and-refine blocks,

Reference 50

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source=pdf_text observed=2026-08-04T13:27:50.168626Z digest=sha256:937cc3f4eeceaef21037e1e133a63cd968c99e3084eff508497b931cf7c9a7f8

Observation 92439d0b-c3c2-4af4-95ce-b19c25aa5405 · outbound

This paper cites Improving multi- spectral pedestrian detection by addressing modality imbalance problems,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Improving multi- spectral pedestrian detection by addressing modality imbalance problems,

Reference 51

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source=pdf_text observed=2026-08-04T13:27:50.313383Z digest=sha256:55420cb7d3695b5c10f94f09cb83400183e943dbc8b85073a2bf4c606b1649d2

Observation c0e3ac3f-6264-405b-8009-b3a77c339bca · outbound

This paper cites Illumination and temperature-aware multispectral networks for edge- computing-enabled pedestrian detection,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Illumination and temperature-aware multispectral networks for edge- computing-enabled pedestrian detection,

Reference 52

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source=pdf_text observed=2026-08-04T13:27:50.462670Z digest=sha256:fc24cb9813caf2950455264424ab19148cb06f9c029183d14121191bf9900eaf

Observation 99f030a5-a991-42eb-9b2c-90079863a9ea · outbound

This paper cites All-weather pedestrian detection based on double-stream multispec- tral network,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety All-weather pedestrian detection based on double-stream multispec- tral network,

Reference 53

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T13:27:50.614624Z digest=sha256:85f3b51300e4d3df8f4f6a150681e13d48961bd15a099764ba805aa889843fca

Observation 5a51eead-1d86-4d67-9331-566608ba680c · outbound

This paper cites Illumination- aware faster r-cnn for robust multispectral pedestrian detection,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Illumination- aware faster r-cnn for robust multispectral pedestrian detection,

Reference 54

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source=pdf_text observed=2026-08-04T13:27:50.734872Z digest=sha256:3847293724d2a73f2c76c3676d7c859bd35c2a9620455ce633c7728f4efeec7a

Observation e49372d7-74f6-49d2-94d3-7b7c2d564528 · outbound

This paper cites Pedestrian detection based on light perception fusion of visible and thermal im- ages,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Pedestrian detection based on light perception fusion of visible and thermal im- ages,

Reference 55

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source=pdf_text observed=2026-08-04T13:27:50.845353Z digest=sha256:6a9e3c325082c161db54f97262ff8a4fceccc7534a969f29ae0142039e967e42

Observation 75fc00d9-1eec-42d7-b5bc-556c1fc3890e · outbound

This paper cites Mask-guided attention network for occluded pedestrian detection,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Mask-guided attention network for occluded pedestrian detection,

Reference 56

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source=pdf_text observed=2026-08-04T13:27:50.995196Z digest=sha256:0d7cf394291a62a6e8b6a4d39a83c0b5808d34e1afe121d91f1f2da361a2074c

Observation f31884c9-8b4b-4091-a5e1-61d1d4aa3639 · outbound

This paper cites Nms by repre- sentative region: Towards crowded pedestrian detection by proposal pairing,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Nms by repre- sentative region: Towards crowded pedestrian detection by proposal pairing,

Reference 57

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source=pdf_text observed=2026-08-04T13:27:51.105640Z digest=sha256:0c1a1be5d7c54f7785e1b33b6e55340dc1ab1a3eb44c42ad57c3ef22a1be4eaa

Observation 344102ee-85f8-4565-bc45-cb508b38bfe1 · outbound

This paper cites Imagine the Unseen: Occluded Pedestrian Detection via Adversarial Feature Completion.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Imagine the Unseen: Occluded Pedestrian Detection via Adversarial Feature Completion

Reference 58

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source=pdf_text observed=2026-08-04T13:27:51.265154Z digest=sha256:3775bc90e627f356177ae8ba43ea6c28ee28dad7652859201b7fb62dbc1a91dc

Observation c0ca9d7d-dd1c-4127-b87e-edeacf6ebdd2 · outbound

This paper cites Mapd: An improved multi-attribute pedestrian detection in a crowd,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Mapd: An improved multi-attribute pedestrian detection in a crowd,

Reference 59

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source=pdf_text observed=2026-08-04T13:27:51.414554Z digest=sha256:397d89f22dd3e239fa7ec0a6ce3758865bfe52e0ad56c26e528f55b05c78b7e6

Observation 57be3bf0-c3a4-43a1-8dbb-25ccd5021a67 · outbound

This paper cites Beta r-cnn: Look- ing into pedestrian detection from another perspective,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Beta r-cnn: Look- ing into pedestrian detection from another perspective,

Reference 60

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source=pdf_text observed=2026-08-04T13:27:51.560085Z digest=sha256:fd1ff630e7e90d92e3a91857c145a0e197145387cbe4a96944b4fe3bd2df27ba

Observation b986067b-9fe8-4597-9196-f84d9883e56e · outbound

This paper cites Detection in crowded scenes: One proposal, multiple predictions,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Detection in crowded scenes: One proposal, multiple predictions,

Reference 61

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source=pdf_text observed=2026-08-04T13:27:51.719927Z digest=sha256:2cf8203e06fc6096c879f8030e5014e742886f012e46a792550572cca2f5b281

Observation b215fd7f-fe7c-475e-8760-1ba0768f39ee · outbound

This paper cites Pedhunter: Occlusion robust pedestrian detector in crowded scenes,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Pedhunter: Occlusion robust pedestrian detector in crowded scenes,

Reference 62

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source=pdf_text observed=2026-08-04T13:27:51.937633Z digest=sha256:8e466b7c7649132b04e96405eca3e8cbbb06757a2bb1ae4b19dbd68168c8237a

Observation c54755c3-7803-4888-9d64-4973ebb406ec · outbound

This paper cites Adaptive pattern-parameter matching for robust pedestrian de- tection,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Adaptive pattern-parameter matching for robust pedestrian de- tection,

Reference 63

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source=pdf_text observed=2026-08-04T13:27:52.083612Z digest=sha256:25309cc2aaeb5092093b4fe238861409cc47c61e5adcf0868430c99ed4df1ca7

Observation 59957c02-57b4-4241-ae52-7471d40cd6c4 · outbound

This paper cites Oaf-net: An occlusion-aware anchor-free network for pedestrian detection in a crowd,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Oaf-net: An occlusion-aware anchor-free network for pedestrian detection in a crowd,

Reference 64

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source=pdf_text observed=2026-08-04T13:27:52.260370Z digest=sha256:afaa723984f193c3d7bb2338d4b31784bcfa8d331a7aeacdb72faaa1bf3ebcf9

Observation 15904b51-1685-417d-a69d-58dea8f779a4 · outbound

This paper cites Autopedestrian: An automatic data aug- mentation and loss function search scheme for pedes- trian detection,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Autopedestrian: An automatic data aug- mentation and loss function search scheme for pedes- trian detection,

Reference 65

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source=pdf_text observed=2026-08-04T13:27:52.397508Z digest=sha256:1986be992201c8e4aa9a59d888aa5152a0417c11ce062f9b9ed8f79ced98c763

Observation f56ae96f-0aba-4247-a566-6f89256e6a73 · outbound

This paper cites Tracking pedestrian heads in dense crowd,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Tracking pedestrian heads in dense crowd,

Reference 66

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source=pdf_text observed=2026-08-04T13:27:52.534510Z digest=sha256:0214fb3a51cc9da20535251b9767f57321f8e3abc142d5255723c91652b77398

Observation 0dfbc2a9-9a8b-4669-b0c3-41f360d1b690 · outbound

This paper cites Detr for crowd pedestrian detection,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Detr for crowd pedestrian detection,

Reference 67

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source=pdf_text observed=2026-08-04T13:27:52.682930Z digest=sha256:357c471d9ae5fd4f3aaa1f1956fefbdce6997b8a6e97ea4c71aeb74651f44561

Observation c06de0c9-4b6a-4746-a0ec-3e8d1345ac95 · outbound

This paper cites Optimal proposal learning for deployable end-to-end pedestrian detection,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Optimal proposal learning for deployable end-to-end pedestrian detection,

Reference 68

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source=pdf_text observed=2026-08-04T13:27:52.891400Z digest=sha256:374ea32274f3db603d169a8e58eab45f1aa1ff38289c99e92ec14e444b69eb97

Observation c77f407c-689f-4513-bf3d-8e469177c918 · outbound

This paper cites Uncertainty-guided cross-modal learning for robust multispectral pedestrian detection,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Uncertainty-guided cross-modal learning for robust multispectral pedestrian detection,

Reference 69

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T13:27:53.047441Z digest=sha256:87e3b86e37333cba4ab3a042f5d4836b8f721eaa80830ed59508566c5dcd311a

Observation 9f62ff23-d080-41be-be5f-c39d78f0c888 · outbound

This paper cites Causal mode multiplexer: A novel framework for unbi- ased multispectral pedestrian detection,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Causal mode multiplexer: A novel framework for unbi- ased multispectral pedestrian detection,

Reference 70

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source=pdf_text observed=2026-08-04T13:27:53.179266Z digest=sha256:78c78b46de163fb36e7ab0d09e289659e4323629cd5baeb9533b949a97f388ed

Observation cd111aef-00ef-4d6a-90cb-008b0932cb0a · outbound

This paper cites Simple online and realtime tracking,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Simple online and realtime tracking,

Reference 71

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source=pdf_text observed=2026-08-04T13:27:53.335640Z digest=sha256:a21a3b60c24e30a4dce203f5cf7551107b48a03edb19694690f1f0e1715dd1c6

Observation a6ed7252-428f-4330-9ccd-2b92a7a1bfe2 · outbound

This paper cites Simple online and realtime tracking with a deep association metric,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Simple online and realtime tracking with a deep association metric,

Reference 72

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source=pdf_text observed=2026-08-04T13:27:53.450296Z digest=sha256:9b3909ee156bb952935fc4b71c003c20eb4c7b72d37fa71fa161653a0311b004

Observation 3ee35701-c779-4fc0-9dec-c06089bdd789 · outbound

This paper cites Tracking ob- jects as points,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Tracking ob- jects as points,

Reference 73

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source=pdf_text observed=2026-08-04T13:27:53.591144Z digest=sha256:de3faead6d1fcc185f1c085c38fb9d2b91766bee540c28b4f00468249ff19192

Observation ce159531-12f1-45a6-bdaf-cc9467c25018 · outbound

This paper cites Fairmot: On the fairness of detection and re- identification in multiple object tracking,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Fairmot: On the fairness of detection and re- identification in multiple object tracking,

Reference 74

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source=pdf_text observed=2026-08-04T13:27:53.756149Z digest=sha256:bf7ea5f5fe06c9b421708bb07bfd78957be1c066d42c1c46ab8e6aa88e21c217

Observation efc669fd-702d-43d9-a3e6-daee0433f699 · outbound

This paper cites Towards real-time multi-object tracking,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Towards real-time multi-object tracking,

Reference 75

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source=pdf_text observed=2026-08-04T13:27:53.931656Z digest=sha256:065491ad71d8b7a0a2291c808b067ec9effa796810dc854ea9456a1645ae5e49

Observation e822a8d0-712e-4377-b57f-cea1ce5ce143 · outbound

This paper cites Quasi- dense similarity learning for multiple object tracking,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Quasi- dense similarity learning for multiple object tracking,

Reference 76

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source=pdf_text observed=2026-08-04T13:27:54.071135Z digest=sha256:62570e6e20815519369b09152eb18e637bdccf6ae94e13303a1c895d272c51d6

Observation fe7bd057-548d-4cab-b6fb-b54561ad296a · outbound

This paper cites Rethinking the competition between detection and reid in multi-object tracking,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Rethinking the competition between detection and reid in multi-object tracking,

Reference 77

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source=pdf_text observed=2026-08-04T13:27:54.233226Z digest=sha256:c1ced43a21ee64ad3b3bcdf0ffc7ceecc363c9b5f4658ad62c687a7f6bd0caae

Observation bcf9223a-9e2a-4b98-bc96-f4058c6078e7 · outbound

This paper cites Bytetrack: Multi-object tracking by associating every detection box,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Bytetrack: Multi-object tracking by associating every detection box,

Reference 78

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source=pdf_text observed=2026-08-04T13:27:54.408115Z digest=sha256:03dd6785b45c4b45be75e4c53e7c50ed3b0717bbe61ca5948f14f21341d40c3f

Observation adff338f-4cc9-4a83-8e5a-857b9826e67b · outbound

This paper cites Observation-centric sort: Rethinking sort for robust multi-object tracking,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Observation-centric sort: Rethinking sort for robust multi-object tracking,

Reference 79

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source=pdf_text observed=2026-08-04T13:27:54.568708Z digest=sha256:db110ae0ba41d0cce3c69f831e815d255bf2eca45a3984d4a9d4fa8b1c67e441

Observation 38e0b984-7412-4737-acda-a6a4badd8234 · outbound

This paper cites BoT-SORT: Robust Associations Multi-Pedestrian Tracking.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety BoT-SORT: Robust Associations Multi-Pedestrian Tracking

Reference 80

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source=pdf_text observed=2026-08-04T13:27:54.734302Z digest=sha256:5840013d5bd29c2a9abce37b034b404b1ef09d114d1f699be9ee68fc92e31257

Observation b5ef85af-9d1a-4281-b2c1-fdc7eb9b6300 · outbound

This paper cites Trackformer: Multi-object tracking with trans- formers,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Trackformer: Multi-object tracking with trans- formers,

Reference 81

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source=pdf_text observed=2026-08-04T13:27:54.865491Z digest=sha256:295df28b446dd70c68d3cda558d5dacb05cb19b38c8d30c42784676605b6d4bd

Observation 1daf4f84-e1c1-4aa0-ae9f-abdb53ef4fbf · outbound

This paper cites TransTrack: Multiple Object Tracking with Transformer.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety TransTrack: Multiple Object Tracking with Transformer

Reference 82

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source=pdf_text observed=2026-08-04T13:27:55.004937Z digest=sha256:34fa41175f1ad30e23365bb0da0a3b61b6df23bb180e446ed1f5d770cd673c4b

Observation 431a1930-dfac-4689-8d49-e27c8ed085b2 · outbound

This paper cites Motr: End-to-end multiple-object tracking with transformer,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Motr: End-to-end multiple-object tracking with transformer,

Reference 83

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source=pdf_text observed=2026-08-04T13:27:55.128340Z digest=sha256:d5efa529a72105837ef4605b0a29bc1c3c90cf3939d2b020579199c1587972ee

Observation e9ecff3a-5fa0-4ecf-821d-d8324168eb86 · outbound

This paper cites Beyond part models: Person retrieval with refined part pooling (and a strong convolutional baseline),.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Beyond part models: Person retrieval with refined part pooling (and a strong convolutional baseline),

Reference 84

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source=pdf_text observed=2026-08-04T13:27:55.261193Z digest=sha256:3bced314d54f39cf25554b377b82c10b932f19425bc762972a541868dfd44140

Observation 8bdd8c5c-11bd-4f2a-930d-208ee6bcd6e5 · outbound

This paper cites Learn- ing discriminative features with multiple granularities for person re-identification,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Learn- ing discriminative features with multiple granularities for person re-identification,

Reference 85

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source=pdf_text observed=2026-08-04T13:27:55.412762Z digest=sha256:006221a86d1365e649fc8d0d99967173f4f52fb758d03e013472bbf630183f1a

Observation 3b60c965-951e-466f-a85f-eb6ee89fc417 · outbound

This paper cites Bag of tricks and a strong baseline for deep person re- identification,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Bag of tricks and a strong baseline for deep person re- identification,

Reference 86

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source=pdf_text observed=2026-08-04T13:27:55.577778Z digest=sha256:0dfe6fd2506adc0dd6734993ec1ac7408aba98fdcb893ef6faa03c3644d9b52d

Observation 1729514f-9851-497f-897c-a2869ad260fe · outbound

This paper cites Transreid: Transformer-based object re-identification,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Transreid: Transformer-based object re-identification,

Reference 87

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source=pdf_text observed=2026-08-04T13:27:55.706764Z digest=sha256:4df91cfda283037bc290e6cc96b732e4fdfec261301b4b541c5ec3fbbb548519

Observation 60194977-fc0f-4d3a-8fbf-89dbd9e7847e · outbound

This paper cites Di- verse part discovery: Occluded person re-identification with part-aware transformer,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Di- verse part discovery: Occluded person re-identification with part-aware transformer,

Reference 88

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source=pdf_text observed=2026-08-04T13:27:55.905776Z digest=sha256:2d8903ebc11f8db4dbd6afb7418fd915b5dc67308b3042e5ef6344f7c25b7378

Observation 5e415d07-6e0f-41ec-b70d-b76fcfd1e1d9 · outbound

This paper cites The 7th ai city challenge,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety The 7th ai city challenge,

Reference 89

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source=pdf_text observed=2026-08-04T13:27:56.120704Z digest=sha256:e24d79f74f0faba1f73be6faab672f65272538eb356d31ed1ea5a0582a8cc9c5

Observation 749b0387-63ae-4dcf-bd61-e6672d3f326b · outbound

This paper cites Enhancing multi-camera people tracking with anchor-guided clustering and spatio-temporal consistency id re-assignment,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Enhancing multi-camera people tracking with anchor-guided clustering and spatio-temporal consistency id re-assignment,

Reference 90

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source=pdf_text observed=2026-08-04T13:27:56.293443Z digest=sha256:b9ea94930f5dd78acc9fe67fd4737c23635acd5571d5744aa2be50a92aaac1ef

Observation a713a6ee-e4ce-4fce-a34e-088c245397db · outbound

This paper cites Part-aware transformer for generalizable person re- identification,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Part-aware transformer for generalizable person re- identification,

Reference 91

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source=pdf_text observed=2026-08-04T13:27:56.423140Z digest=sha256:3c75555e4d074c5c76f3efd4a51b45732707e8abccc2107c9301408028482342

Observation 1175d75d-7aec-414e-999f-dfa2e2d23b1f · outbound

This paper cites Pedestrian trajectory prediction in pedestrian-vehicle mixed environments: A systematic review,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Pedestrian trajectory prediction in pedestrian-vehicle mixed environments: A systematic review,

Reference 92

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source=pdf_text observed=2026-08-04T13:27:56.553291Z digest=sha256:c68f64618b64e177e16ae9ab044c4cb34ded0dccb6dc8571cd2b5a9702380101

Observation e86245ed-dc8f-4c09-a671-7d17050888aa · outbound

This paper cites A survey on trajectory-prediction methods for autonomous driving,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety A survey on trajectory-prediction methods for autonomous driving,

Reference 93

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source=pdf_text observed=2026-08-04T13:27:56.739532Z digest=sha256:42ca3c0c849b6d25936a7eca0b687cf7efa87e0cf1b487a685133d4976050d3c

Observation fa75edee-42ba-4b1f-afe6-b4a4e1ef6409 · outbound

This paper cites A recurrent attention and interaction model for pedestrian trajectory prediction,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety A recurrent attention and interaction model for pedestrian trajectory prediction,

Reference 94

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source=pdf_text observed=2026-08-04T13:27:56.889363Z digest=sha256:e1fea56b61db6e2a25b73d0136fc38a8b318c7011aac4aabb43cd588808c97f0

Observation 35d50ba4-f46f-4d7b-bb50-a44255f0ff1b · outbound

This paper cites Ai-tp: Attention-based interaction-aware trajectory pre- diction for autonomous driving,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Ai-tp: Attention-based interaction-aware trajectory pre- diction for autonomous driving,

Reference 95

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source=pdf_text observed=2026-08-04T13:27:57.054231Z digest=sha256:2c76054211a666e8c810fbd5bdcc7281076aa99d270bf58bae779cb411855bf1

Observation 4b8eaf00-9f53-4a6f-83fa-21a31154222d · outbound

This paper cites Trajectory prediction for autonomous driving based on multiscale spatial-temporal graph,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Trajectory prediction for autonomous driving based on multiscale spatial-temporal graph,

Reference 96

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source=pdf_text observed=2026-08-04T13:27:57.212180Z digest=sha256:c775a501ae0609af0e17c5424e1e6f083bda3eb88afe0e5ff852dc23dccfb508

Observation 9c146f68-7895-40d7-b6de-3543661e389f · outbound

This paper cites Multi-agent trajectory prediction with heterogeneous edge-enhanced graph attention network,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Multi-agent trajectory prediction with heterogeneous edge-enhanced graph attention network,

Reference 97

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source=pdf_text observed=2026-08-04T13:27:57.326971Z digest=sha256:159b8683feaddfdf5c5deab7a5b95a6854714a0611ccb6c333be7cdf7b1b4902

Observation 5aa9e3e5-04c7-45aa-97a6-a15d9ce44fe3 · outbound

This paper cites Pedestrian trajectory prediction with convolutional neural networks,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Pedestrian trajectory prediction with convolutional neural networks,

Reference 98

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source=pdf_text observed=2026-08-04T13:27:57.475167Z digest=sha256:1176e41a720e1c0128f4d7a6ed93f3f8551b9682c9897fc70cb8be5dd7659377

Observation 3dc06339-f71d-46dc-b29c-eeabf9d1b329 · outbound

This paper cites From goals, waypoints & paths to long term human trajectory forecasting,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety From goals, waypoints & paths to long term human trajectory forecasting,

Reference 99

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source=pdf_text observed=2026-08-04T13:27:57.587249Z digest=sha256:3f420a9a6c6d0bdde8c4c67de41bdc6654568fcbb2b97e123da5cd320d4702b1

Observation 26200bc2-72c0-46a4-be2a-42b47c26f0ff · outbound

This paper cites Be-sti: Spatial-temporal integrated net- work for class-agnostic motion prediction with bidirec- tional enhancement,.

From Camera-Based Sensing to Reasoning: A Comprehensive Review Toward Proactive Vulnerable Road User Safety Be-sti: Spatial-temporal integrated net- work for class-agnostic motion prediction with bidirec- tional enhancement,

Reference 100

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source=pdf_text observed=2026-08-04T13:27:57.694141Z digest=sha256:661a47f02ffcbeae98628a2c0485fc6c069148d8b6060e9aae3ddf96caf45285

Pith citing papers

No inbound Pith citation observations are available.