Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-30T16:14:35.535809Z
Paper Citation Record · LEDGER
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection
As of 21 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 0 inbound Pith citation observations for arXiv:2605.23327.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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
Reference resolution
43 of 43 outbound references displayed
- verified exact2
- verified fuzzy40
- unresolved1
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 7f33d5ce-b004-41f4-b96e-d822255f3fa5 · outbound
This paper cites Comprehensive review of traffic modeling: towards autonomous vehicles.
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection Comprehensive review of traffic modeling: towards autonomous vehicles
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T14:04:58.318438Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation b3954404-93cd-4800-911e-79966bc19dc5 · outbound
This paper cites Deep learning-based lane detection for intelligent driving: A comprehensive survey of methods, datasets, challenges and outlooks.
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection Deep learning-based lane detection for intelligent driving: A comprehensive survey of methods, datasets, challenges and outlooks
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T14:04:58.301467Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation bee1f9f0-8667-4be8-ab82-40b7a2260c62 · outbound
This paper cites Robust lane-mark extraction for autonomous driving under complex real conditions.
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection Robust lane-mark extraction for autonomous driving under complex real conditions
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T14:04:58.317975Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 2a68e44b-fd8c-45ea-82a2-b383da9cdda3 · outbound
This paper cites Real time detection of lane markers in urban streets.
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection Real time detection of lane markers in urban streets
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T14:04:58.326696Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation b6f19839-1ca1-46c8-8a46-dfb6b6e29822 · outbound
This paper cites Lane detection and tracking using b-snake.
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection Lane detection and tracking using b-snake
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T14:04:58.339334Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 6a6959d5-a9f2-471f-b9c3-84f4fae51f07 · outbound
This paper cites Hierarchical additive hough transform for lane detection.
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection Hierarchical additive hough transform for lane detection
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T14:04:58.337482Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation b2df6930-2695-426d-b4a7-257e4c05577c · outbound
This paper cites Simultaneous detection of lane and pavement boundaries using model-based multisensor fusion.
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection Simultaneous detection of lane and pavement boundaries using model-based multisensor fusion
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T14:04:58.324702Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation e2719980-ac5f-4dcb-8ba4-96ba79c8bf0a · outbound
This paper cites Lane detection for autonomous driving: Comprehensive reviews, current challenges, and future predictions.
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection Lane detection for autonomous driving: Comprehensive reviews, current challenges, and future predictions
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T14:04:58.351387Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 9736c49e-badd-432a-b9d4-0ba149505782 · outbound
This paper cites Towards end-to-end lane detection: an instance segmenta- tion approach.
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection Towards end-to-end lane detection: an instance segmenta- tion approach
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T14:04:58.343169Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 1a353537-c09e-4974-ab76-b68901cb8eff · outbound
This paper cites Spatial as deep: Spatial cnn for traffic scene understanding.
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection Spatial as deep: Spatial cnn for traffic scene understanding
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T14:04:58.341290Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 6e8ef9f9-0b85-49c1-8000-cd78ec09d3da · outbound
This paper cites Learning lightweight lane detection cnns by self attention distillation.
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection Learning lightweight lane detection cnns by self attention distillation
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T14:04:58.345310Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 654bf82d-bd09-4acf-b0eb-1597d951db74 · outbound
This paper cites Resa: Recurrent feature-shift aggregator for lane detection.
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection Resa: Recurrent feature-shift aggregator for lane detection
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T14:04:58.349595Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 9d58a958-123b-4b4a-845f-da6545737348 · outbound
This paper cites Polylanenet: Lane estimation via deep polynomial regression.
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection Polylanenet: Lane estimation via deep polynomial regression
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T14:04:58.308561Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 21ffe624-e094-43c2-82fd-27f0d2b53533 · outbound
This paper cites End-to-end lane shape prediction with transformers.
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection End-to-end lane shape prediction with transformers
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T14:04:58.326260Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 5e712ba4-5cf9-4196-8195-b7e0960947ae · outbound
This paper cites Rethinking efficient lane detection via curve modeling.
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection Rethinking efficient lane detection via curve modeling
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T14:04:58.328177Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 5e5ffe66-9380-4171-a392-3d0c65a03dd3 · outbound
This paper cites BSNet: Lane Detection via Draw B-spline Curves Nearby.
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection BSNet: Lane Detection via Draw B-spline Curves Nearby
Reference 16
- Resolution
- verified exact
- arxiv_id, observed 2026-06-30T16:14:52.899059Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation fbda4082-b57a-47ba-bc3d-cd30454b5907 · outbound
This paper cites Ultra fast structure-aware deep lane detection.
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection Ultra fast structure-aware deep lane detection
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T14:04:58.316109Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 7b6eaa3d-8e0b-4daa-9407-e5649be389bc · outbound
This paper cites Condlanenet: a top-to-down lane detection framework based on conditional convolution.
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection Condlanenet: a top-to-down lane detection framework based on conditional convolution
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T14:04:58.322104Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation d58a6d68-7134-4eee-ba14-ba911d9c6ca2 · outbound
This paper cites Ultra fast deep lane detection with hybrid anchor driven ordinal classification.
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection Ultra fast deep lane detection with hybrid anchor driven ordinal classification
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T14:04:58.295608Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 1c008334-2757-4ae4-87db-87689a8fee09 · outbound
This paper cites Line-cnn: End-to-end traffic line detection with line proposal unit.
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection Line-cnn: End-to-end traffic line detection with line proposal unit
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T14:04:58.320034Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 715fe135-5a29-4bba-8383-ebb4ab7ff756 · outbound
This paper cites Keep your eyes on the lane: Real-time attention- guided lane detection.
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection Keep your eyes on the lane: Real-time attention- guided lane detection
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T14:04:58.324337Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation e9e3db8c-e665-468c-950b-b176cf427dfe · outbound
This paper cites Clrnet: Cross layer refinement network for lane detection.
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection Clrnet: Cross layer refinement network for lane detection
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T14:04:58.330884Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation cdfc5be5-cb50-4982-a1c3-1768a65ae6c0 · outbound
This paper cites Clrernet: improving confidence of lane detection with laneiou.
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection Clrernet: improving confidence of lane detection with laneiou
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T14:04:58.354391Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 10d69198-7a15-4cea-9a99-776448ab00d6 · outbound
This paper cites Ldtr: Transformer-based lane detection with anchor-chain representation.
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection Ldtr: Transformer-based lane detection with anchor-chain representation
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T14:04:58.298566Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 993c514d-aac8-4009-9e11-d48f864dd301 · outbound
This paper cites Pointlanenet: Efficient end-to-end cnns for accurate real-time lane detection.
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection Pointlanenet: Efficient end-to-end cnns for accurate real-time lane detection
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T14:04:58.308250Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation b0a0f692-a132-44a0-95f6-f28a2258a601 · outbound
This paper cites Focus on local: Detecting lane marker from bottom up via key point.
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection Focus on local: Detecting lane marker from bottom up via key point
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T14:04:58.312699Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation e51c60b5-98b5-420a-b6fa-d3371888a73f · outbound
This paper cites A keypoint-based global association network for lane detection.
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection A keypoint-based global association network for lane detection
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T14:04:58.339764Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 0977845c-b5f7-46f8-b4d9-4bc349371fd5 · outbound
This paper cites Monocular Lane Detection Based on Deep Learning: A Survey.
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection Monocular Lane Detection Based on Deep Learning: A Survey
Reference 28
- Resolution
- verified exact
- arxiv_id, observed 2026-06-30T16:14:52.896185Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 616ecd4f-34ae-4b40-8ff7-fd1c50c7df68 · outbound
This paper cites Asymmetric strip transformer with position vectors embedding for lane detection.
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection Asymmetric strip transformer with position vectors embedding for lane detection
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T14:04:58.335862Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation b75d2267-ed82-479c-bc9c-d2abd1603aea · outbound
This paper cites End-to-end lane marker detection via row-wise classification.
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection End-to-end lane marker detection via row-wise classification
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T14:04:58.297604Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 8ffa9fdc-b5d0-4891-ac76-0555388f4927 · outbound
This paper cites Feature pyramid networks for object detection.
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection Feature pyramid networks for object detection
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T14:04:58.349933Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation c19558d5-59dd-4e26-9e8a-55453ece145b · outbound
This paper cites A comprehensive review on yolo versions for object detection.
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection A comprehensive review on yolo versions for object detection
Reference 32
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T14:04:58.320473Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation ae940fc5-89cd-4a49-84db-42448cee98c7 · outbound
This paper cites an unresolved cited work.
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection Unresolved cited work
Reference 33
- Resolution
- unresolved
- raw_fallback, observed 2026-07-08T14:04:58.315438Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation c32a6e95-4648-4bcd-a3eb-6e6bb2bd5128 · outbound
This paper cites Curvelane-nas: Unifying lane-sensitive architecture search and adaptive point blending.
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection Curvelane-nas: Unifying lane-sensitive architecture search and adaptive point blending
Reference 34
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T14:04:58.333090Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 2ea2657a-344d-4dfb-8513-cc4dfdf6509b · outbound
This paper cites Clrkdnet: Speeding up lane detection with knowledge distillation.
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection Clrkdnet: Speeding up lane detection with knowledge distillation
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T14:04:58.347695Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation bab6e95c-b8fd-4169-9a2c-28214e717bfc · outbound
This paper cites Generating dynamic kernels via transformers for lane detection.
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection Generating dynamic kernels via transformers for lane detection
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T14:04:58.355424Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 84d0cc94-e589-4ddc-bbad-507c953374c0 · outbound
This paper cites A siamese transformer with hierarchical refinement for lane detection.
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection A siamese transformer with hierarchical refinement for lane detection
Reference 37
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T14:04:58.290192Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation b13c4c60-dbd2-4616-b9d2-fd1721877256 · outbound
This paper cites Dlnet: Direction-aware feature integration for robust lane detection in complex environments.
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection Dlnet: Direction-aware feature integration for robust lane detection in complex environments
Reference 38
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T14:04:58.341606Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 8b8f657a-4b03-418c-b407-2b2b90aad4de · outbound
This paper cites Unsupervised labeled lane markers using maps.
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection Unsupervised labeled lane markers using maps
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T14:04:58.306674Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 607b88e7-55f9-41a4-82a6-79b413ac50be · outbound
This paper cites Deep residual learning for image recognition.
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection Deep residual learning for image recognition
Reference 40
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T14:04:58.337770Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation e129e670-196d-41ed-ba2b-94e3cf3252d6 · outbound
This paper cites Repvit: Revisiting mobile cnn from vit perspective.
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection Repvit: Revisiting mobile cnn from vit perspective
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T14:04:58.353252Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a49fedc3-ec5e-475f-a5cd-66160f2568f9 · outbound
This paper cites Deep layer aggregation.
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection Deep layer aggregation
Reference 42
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T14:04:58.359853Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 4efe45d1-9d7d-4ffc-b1cb-d157245e24c3 · outbound
This paper cites CANet: Curved guide line network with adaptive decoder for lane detection.
GFSR: Geometric Fidelity and Spatial Refinement for Reliable Lane Detection CANet: Curved guide line network with adaptive decoder for lane detection
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-08T14:04:58.357659Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Pith citing papers
No inbound Pith citation observations are available.