Paper Citation Record · LEDGER

SignEye: Traffic Sign Interpretation from Vehicle First-Person View

As of 17 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 0 inbound Pith citation observations for arXiv:2411.11507.

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

pith.paper-citation-record.v1
2411.11507 v1

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T18:30:41.630296Z

measured 46 of 46 standing notices

One-hop event checks from named stored sources.

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

measured 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

46 of 46 outbound references displayed

verified exact0
verified fuzzy19
unresolved27
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5f0e5f97-9b7d-4403-8658-9aeddfefe51a · outbound

This paper cites Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-12T18:30:41.437350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 70673e1b-1f8a-4d39-94dc-9d649faae99d · outbound

This paper cites Introducing our multimodal models, 2023.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View Introducing our multimodal models, 2023

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-12T18:30:41.442195Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c3e2908-ed94-400c-a320-abd0228fc4e0 · outbound

This paper cites How Far Are We to GPT-4V? Closing the Gap to Commercial Multimodal Models with Open-Source Suites.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View How Far Are We to GPT-4V? Closing the Gap to Commercial Multimodal Models with Open-Source Suites

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-12T18:30:41.446853Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 806e932d-e04a-4fa1-a6ab-73b943737b25 · outbound

This paper cites Road traffic sign de- tection and classification.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View Road traffic sign de- tection and classification

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:30:42.201146Z

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 a115c93e-db0f-4a7a-a6ab-7a3bad25a4a6 · outbound

This paper cites Regiongpt: Towards region understanding vision lan- guage model.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View Regiongpt: Towards region understanding vision lan- guage model

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:30:42.187454Z

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 1f1b16bd-f57d-48f1-8c48-0db05e2dabc0 · outbound

This paper cites Learning to understand traffic signs.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View Learning to understand traffic signs

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:30:42.173599Z

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 38dd8ab5-7e3f-47c4-84ab-cdeeef133088 · outbound

This paper cites Visual traffic knowledge graph generation from scene images.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View Visual traffic knowledge graph generation from scene images

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:30:42.158171Z

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 9e967691-458d-4c57-91d0-5af285ff6c15 · outbound

This paper cites Sign- parser: An end-to-end framework for traffic sign understand- ing.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View Sign- parser: An end-to-end framework for traffic sign understand- ing

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:30:42.143929Z

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 ebc2f913-8c2a-4270-96ee-44dbbd4e4712 · outbound

This paper cites Mask r-cnn.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View Mask r-cnn

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-12T18:30:41.473784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54f50c66-9b60-449c-b1d7-acb9790c1c30 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View LoRA: Low-Rank Adaptation of Large Language Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-12T18:30:41.478088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a424771a-8aa0-42b5-be5f-bffe55f47786 · outbound

This paper cites Selfocc: Self-supervised vision-based 3d oc- cupancy prediction.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View Selfocc: Self-supervised vision-based 3d oc- cupancy prediction

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:30:42.120494Z

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 9ceac51e-3d29-4c98-b53f-e921f61dd939 · outbound

This paper cites Segment any- thing.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View Segment any- thing

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-12T18:30:41.488199Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a65f0ff1-24dc-4971-b081-b1e681188bb6 · outbound

This paper cites Geochat: Grounded large vision-language model for remote sensing.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View Geochat: Grounded large vision-language model for remote sensing

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-12T18:30:41.492361Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b9dda70-50ba-40d6-8615-c24cf5685b5a · outbound

This paper cites OtterHD: A High-Resolution Multi-modality Model.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View OtterHD: A High-Resolution Multi-modality Model

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-12T18:30:41.496598Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8be68f9-e551-4af1-acc6-c3e937ecd859 · outbound

This paper cites Blip: Bootstrapping language-image pre-training for unified vision-language understanding and generation.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View Blip: Bootstrapping language-image pre-training for unified vision-language understanding and generation

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-12T18:30:41.501520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation edfaa45c-3738-4dd1-a7a7-29ca20c4cea2 · outbound

This paper cites Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-12T18:30:41.505655Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5359c75-54e5-4898-ac44-f3ca3f5b9eec · outbound

This paper cites Mon- key: Image resolution and text label are important things for large multi-modal models.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View Mon- key: Image resolution and text label are important things for large multi-modal models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-12T18:30:41.509741Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0bf4407-92c6-4147-a1c3-a391547cbda5 · outbound

This paper cites Improved baselines with visual instruction tuning.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View Improved baselines with visual instruction tuning

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-12T18:30:41.513832Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98aaa76b-bae7-49d5-bb96-3aee99bfa913 · outbound

This paper cites Visual instruction tuning.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View Visual instruction tuning

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-12T18:30:41.517856Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be7d13eb-ca7e-44aa-a846-85019ccf3071 · outbound

This paper cites Decoupled Weight Decay Regularization.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View Decoupled Weight Decay Regularization

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-12T18:30:41.522144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 254c7517-d5ce-4dbe-b36e-a6daa68f7bf0 · outbound

This paper cites DeepSeek-VL: Towards Real-World Vision-Language Understanding.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View DeepSeek-VL: Towards Real-World Vision-Language Understanding

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-12T18:30:41.526492Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5635c71-e85d-4550-8d29-900e47a8bdae · outbound

This paper cites Cotr: Compact occupancy transformer for vision-based 3d occupancy prediction.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View Cotr: Compact occupancy transformer for vision-based 3d occupancy prediction

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:30:42.044860Z

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 968105ce-838a-424b-852c-3b17749411b1 · outbound

This paper cites Road-sign detection and recognition based on support vector machines.IEEE transactions on intelligent transportation systems, 8(2):264–278, 2007.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View Road-sign detection and recognition based on support vector machines.IEEE transactions on intelligent transportation systems, 8(2):264–278, 2007

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:30:42.030966Z

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 bcd5c2d9-5527-434f-8cb8-87b6933f9327 · outbound

This paper cites Ultra fast structure- aware deep lane detection.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View Ultra fast structure- aware deep lane detection

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:30:42.016767Z

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 ce03307d-a44c-49e6-91a8-7706893f5ba9 · outbound

This paper cites Learning transferable visual models from natural language supervi- sion.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View Learning transferable visual models from natural language supervi- sion

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-12T18:30:41.542994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 066d61cc-f13c-467a-a608-eaac5922a62d · outbound

This paper cites You only look once: Unified, real-time object de- tection.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View You only look once: Unified, real-time object de- tection

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-12T18:30:41.546941Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea82bc25-796c-40ad-babe-5a93639f086d · outbound

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

SignEye: Traffic Sign Interpretation from Vehicle First-Person View Faster r-cnn: Towards real-time object detection with region proposal networks

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-12T18:30:41.550746Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f1a9314-fc36-4d1a-8611-dc9fec5adcc9 · outbound

This paper cites Deep learning for large-scale traffic-sign detection and recognition.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View Deep learning for large-scale traffic-sign detection and recognition

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:30:41.975651Z

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 f39668bd-2342-433f-b6c9-a3f0ccbee71f · outbound

This paper cites Occ3d: A large-scale 3d occupancy prediction benchmark for autonomous driving.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View Occ3d: A large-scale 3d occupancy prediction benchmark for autonomous driving

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:30:41.962093Z

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 03549c53-f675-46ca-b616-c8cadd0b6c23 · outbound

This paper cites https://github.com/TuSimple/tusimple- benchmark.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View https://github.com/TuSimple/tusimple- benchmark

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:30:41.947869Z

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 a7aaa87d-4d12-498e-9c10-e701e3dcbc5f · outbound

This paper cites Attention is all you need.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View Attention is all you need

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-12T18:30:41.568214Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd8e3774-dbca-4f14-b202-27e684d6430c · outbound

This paper cites All you need is boundary: Toward arbitrary-shaped text spotting.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View All you need is boundary: Toward arbitrary-shaped text spotting

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:30:41.926134Z

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 8c85ae15-a860-4770-a04f-dc9a8c4ea2f2 · outbound

This paper cites The All-Seeing Project: Towards Panoptic Visual Recognition and Understanding of the Open World.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View The All-Seeing Project: Towards Panoptic Visual Recognition and Understanding of the Open World

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-12T18:30:41.575941Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a88959a-3481-4f4e-a554-dbe640691a1e · outbound

This paper cites The All-Seeing Project V2: Towards General Relation Comprehension of the Open World.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View The All-Seeing Project V2: Towards General Relation Comprehension of the Open World

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-12T18:30:41.580179Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b366899d-bf7e-465f-abfb-37269829f384 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large lan- guage models.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View Chain-of-thought prompting elicits reasoning in large lan- guage models

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-12T18:30:41.584721Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e379fc76-cd15-471b-8a53-037700bb61db · outbound

This paper cites Qwen2 Technical Report.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View Qwen2 Technical Report

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-12T18:30:41.589077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1ed8875-de66-45da-a56b-5150b4f2fbf2 · outbound

This paper cites Cm-net: Concentric mask based arbitrary-shaped text detection.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View Cm-net: Concentric mask based arbitrary-shaped text detection

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:30:41.904453Z

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 e8a50527-f78a-470c-b42e-a2a973e33df0 · outbound

This paper cites Text growing on leaf.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View Text growing on leaf

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:30:41.891356Z

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 dfc21d11-20e7-4fd2-9258-1eeb0ab79d92 · outbound

This paper cites Traffic sign interpretation via natural language description.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View Traffic sign interpretation via natural language description

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:30:41.878270Z

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 c6163d55-bc7b-4126-a9c3-ff0cc7fcc955 · outbound

This paper cites Towards real-time traffic sign detection and classification.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View Towards real-time traffic sign detection and classification

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:30:41.864862Z

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 29abadf9-6fc5-4e50-a377-959867d2ba41 · outbound

This paper cites MiniCPM-V: A GPT-4V Level MLLM on Your Phone.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View MiniCPM-V: A GPT-4V Level MLLM on Your Phone

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-12T18:30:41.609325Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8942e2c7-cf40-4ec0-a09a-d8a9b7d39abf · outbound

This paper cites Deepsolo: Let transformer decoder with explicit points solo for text spot- ting.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View Deepsolo: Let transformer decoder with explicit points solo for text spot- ting

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-12T18:30:41.613582Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 422fc425-340a-42e6-a6f9-1127a2a23398 · outbound

This paper cites Yi: Open Foundation Models by 01.AI.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View Yi: Open Foundation Models by 01.AI

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-12T18:30:41.617694Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c7fcbf5-b0fc-49a7-8ad6-bfed0ff0a25c · outbound

This paper cites Sigmoid loss for language image pre-training.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View Sigmoid loss for language image pre-training

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:30:41.842468Z

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 e897133f-037d-4679-b9e9-9c052cae0daf · outbound

This paper cites MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-12T18:30:41.626130Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 553aa9c7-00b5-48a7-bf5a-d465d1be82e9 · outbound

This paper cites Traffic-sign detection and classifica- tion in the wild.

SignEye: Traffic Sign Interpretation from Vehicle First-Person View Traffic-sign detection and classifica- tion in the wild

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T18:30:41.828328Z

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.

Pith citing papers

No inbound Pith citation observations are available.