Paper Citation Record · LEDGER

Are Open-Vocabulary Models Ready for Detection of MEP Elements on Construction Sites

As of 11 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 0 inbound Pith citation observations for arXiv:2501.09267.

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

pith.paper-citation-record.v1
2501.09267 v2

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T20:09:22.102742Z

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+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

17 of 17 outbound references displayed

verified exact2
verified fuzzy12
unresolved3
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d53f0911-729d-4fbc-abe6-38400e8f02e1 · outbound

This paper cites Robotics in the construction industry: State of the art and future opportunities.

Are Open-Vocabulary Models Ready for Detection of MEP Elements on Construction Sites Robotics in the construction industry: State of the art and future opportunities

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:09:22.419186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8b9dc1d4-eead-482c-a170-31bb48aa1bac · outbound

This paper cites Robotic deployment on construction sites: considerations for safety and productivity impact.

Are Open-Vocabulary Models Ready for Detection of MEP Elements on Construction Sites Robotic deployment on construction sites: considerations for safety and productivity impact

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-08-10T20:09:22.203320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 51d4c1a7-fc58-4d2d-a0c7-fea3c57e6709 · outbound

This paper cites Future prospects of the assembly model for mep systems in chinese buildings: A whole life cycle perspective.

Are Open-Vocabulary Models Ready for Detection of MEP Elements on Construction Sites Future prospects of the assembly model for mep systems in chinese buildings: A whole life cycle perspective

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:09:22.404023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation bcc222c6-2eb5-4fd8-af2e-79c3efb360d7 · outbound

This paper cites An object-based 3d walk-through model for interior construction progress monitoring.

Are Open-Vocabulary Models Ready for Detection of MEP Elements on Construction Sites An object-based 3d walk-through model for interior construction progress monitoring

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:09:22.387366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b5731b2e-970e-4baa-8a7a-4ded6c426e15 · outbound

This paper cites Small and overlapping worker detection at construc- tion sites.

Are Open-Vocabulary Models Ready for Detection of MEP Elements on Construction Sites Small and overlapping worker detection at construc- tion sites

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:09:22.371255Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e8737af4-488b-40ef-8503-71f3dde04b46 · outbound

This paper cites Casnli-yolo: construction site multi-target detection method based on improved yolov5s.

Are Open-Vocabulary Models Ready for Detection of MEP Elements on Construction Sites Casnli-yolo: construction site multi-target detection method based on improved yolov5s

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:09:22.355832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 26874d84-e427-4f38-b234-a4a34a44aa87 · outbound

This paper cites Object detection using yolo: Challenges, architectural successors, datasets and applications.

Are Open-Vocabulary Models Ready for Detection of MEP Elements on Construction Sites Object detection using yolo: Challenges, architectural successors, datasets and applications

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:09:22.339414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 76b976c1-716f-4a22-abcf-393fdb283a37 · outbound

This paper cites Yolo-world: Real- time open-vocabulary object detection.

Are Open-Vocabulary Models Ready for Detection of MEP Elements on Construction Sites Yolo-world: Real- time open-vocabulary object detection

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:09:22.322665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f320530f-3735-4908-bce0-c85f0c46a1c0 · outbound

This paper cites Autorepo: A general framework for multimodal llm-based automated construction reporting.

Are Open-Vocabulary Models Ready for Detection of MEP Elements on Construction Sites Autorepo: A general framework for multimodal llm-based automated construction reporting

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:09:22.304173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d9020e9c-d0fd-422d-9b92-f7db68154110 · outbound

This paper cites Omni-scan2bim: A ready-to-use scan2bim approach based on vision foundation models for mep scenes.

Are Open-Vocabulary Models Ready for Detection of MEP Elements on Construction Sites Omni-scan2bim: A ready-to-use scan2bim approach based on vision foundation models for mep scenes

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:09:22.287685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e5c6a457-0906-433c-83c5-bc387c27d039 · outbound

This paper cites ConstScene: Dataset and Model for Advancing Robust Semantic Segmentation in Construction Environments.

Are Open-Vocabulary Models Ready for Detection of MEP Elements on Construction Sites ConstScene: Dataset and Model for Advancing Robust Semantic Segmentation in Construction Environments

Reference 11

Resolution: verified exact; local_arxiv, observed 2026-08-10T20:09:22.178455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 092621ff-5f3f-44cc-b858-13138e0fdd12 · outbound

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

Are Open-Vocabulary Models Ready for Detection of MEP Elements on Construction Sites YOLOv11: An Overview of the Key Architectural Enhancements

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-10T20:09:22.077863Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63c89732-e476-4536-8c87-add7f6e71f86 · outbound

This paper cites Grounded SAM: Assembling Open-World Models for Diverse Visual Tasks.

Are Open-Vocabulary Models Ready for Detection of MEP Elements on Construction Sites Grounded SAM: Assembling Open-World Models for Diverse Visual Tasks

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-10T20:09:22.082892Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ffa1175a-e640-43f5-b697-45c03113fa3d · outbound

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

Are Open-Vocabulary Models Ready for Detection of MEP Elements on Construction Sites Grounding dino: Marrying dino with grounded pre-training for open-set object detection

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:09:22.270166Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 765d1f2f-ba6b-4379-b68f-5a0f43048b59 · outbound

This paper cites Detecting twenty- thousand classes using image-level supervision.

Are Open-Vocabulary Models Ready for Detection of MEP Elements on Construction Sites Detecting twenty- thousand classes using image-level supervision

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:09:22.251168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation fb5ff31a-7030-48ec-87a1-0ba85c642179 · outbound

This paper cites Microsoft coco: Com- mon objects in context.

Are Open-Vocabulary Models Ready for Detection of MEP Elements on Construction Sites Microsoft coco: Com- mon objects in context

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:09:22.233381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation fc733f99-654f-4084-b6b0-cb7eec148a1d · outbound

This paper cites LVIS: A dataset for large vocabulary instance segmentation.

Are Open-Vocabulary Models Ready for Detection of MEP Elements on Construction Sites LVIS: A dataset for large vocabulary instance segmentation

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-10T20:09:22.102742Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.