Paper Citation Record · LEDGER

FindMeIfYouCan: Bringing Open Set metrics to $\textit{near} $, $ \textit{far} $ and $\textit{farther}$ Out-of-Distribution Object Detection

As of 7 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 0 inbound Pith citation observations for arXiv:2506.14008.

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

pith.paper-citation-record.v1
2506.14008 v1

Coverage vector

measured 20 of 20 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:29:12.423111Z

measured 20 of 20 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

20 of 20 outbound references displayed

verified exact2
verified fuzzy9
unresolved8
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ddb2395d-e3b4-425d-b05e-d734640479cb · outbound

This paper cites an unresolved cited work.

FindMeIfYouCan: Bringing Open Set metrics to $\textit{near} $, $ \textit{far} $ and $\textit{farther}$ Out-of-Distribution Object Detection Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:29:16.560126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 76ed0cbb-77db-4cbf-b717-19f0cc14fe8a · outbound

This paper cites an unresolved cited work.

FindMeIfYouCan: Bringing Open Set metrics to $\textit{near} $, $ \textit{far} $ and $\textit{farther}$ Out-of-Distribution Object Detection Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:29:14.766707Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 28e17dfe-f6c2-4737-88df-c1b47d948722 · outbound

This paper cites We used the same hyperparameters for both models.

FindMeIfYouCan: Bringing Open Set metrics to $\textit{near} $, $ \textit{far} $ and $\textit{farther}$ Out-of-Distribution Object Detection We used the same hyperparameters for both models

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:29:13.470675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b222cb99-7db6-4502-94d9-272ca96506a4 · outbound

This paper cites Cannot measure unlabeled unknowns.

FindMeIfYouCan: Bringing Open Set metrics to $\textit{near} $, $ \textit{far} $ and $\textit{farther}$ Out-of-Distribution Object Detection Cannot measure unlabeled unknowns

Reference 7

Resolution: malformed identifier; raw_fallback, observed 2026-08-07T00:29:14.179995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 367b8e78-5426-434d-bd42-576d32d1319e · outbound

This paper cites Generalized Out-of-Distribution Detection and Beyond in Vision Language Model Era: A Survey.

FindMeIfYouCan: Bringing Open Set metrics to $\textit{near} $, $ \textit{far} $ and $\textit{farther}$ Out-of-Distribution Object Detection Generalized Out-of-Distribution Detection and Beyond in Vision Language Model Era: A Survey

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T00:29:10.743723Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1700f104-c7b5-428e-9793-8caa2bcc5b02 · outbound

This paper cites Padilla, S.

FindMeIfYouCan: Bringing Open Set metrics to $\textit{near} $, $ \textit{far} $ and $\textit{farther}$ Out-of-Distribution Object Detection Padilla, S

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:29:15.538815Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d47926d5-5ce2-47d1-89bd-d28457745e79 · outbound

This paper cites Out-of-Distribution Detection with Deep Nearest Neighbors.

FindMeIfYouCan: Bringing Open Set metrics to $\textit{near} $, $ \textit{far} $ and $\textit{farther}$ Out-of-Distribution Object Detection Out-of-Distribution Detection with Deep Nearest Neighbors

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T00:29:11.024238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ec7d34e-57bc-4178-a881-2d8c7a2fb1ad · outbound

This paper cites The BRAVO Semantic Segmentation Challenge Results in UNCV2024.

FindMeIfYouCan: Bringing Open Set metrics to $\textit{near} $, $ \textit{far} $ and $\textit{farther}$ Out-of-Distribution Object Detection The BRAVO Semantic Segmentation Challenge Results in UNCV2024

Reference 11

Resolution: verified exact; local_arxiv, observed 2026-08-07T00:29:12.723922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation aa9666ab-1c6e-4c99-b084-50d8365de7d0 · outbound

This paper cites near”, “far.

FindMeIfYouCan: Bringing Open Set metrics to $\textit{near} $, $ \textit{far} $ and $\textit{farther}$ Out-of-Distribution Object Detection near”, “far

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:29:15.297273Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c0864835-05dd-4885-b471-3c16cf2ace8f · outbound

This paper cites The embeddings for both ID datasets, and for OOD samples in each split were extracted.

FindMeIfYouCan: Bringing Open Set metrics to $\textit{near} $, $ \textit{far} $ and $\textit{farther}$ Out-of-Distribution Object Detection The embeddings for both ID datasets, and for OOD samples in each split were extracted

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:29:15.002456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3601fb01-669e-4619-9085-8f4761183b5e · outbound

This paper cites AUROC and FPR95 cannot measure that all OOD objects in these images are ignored.

FindMeIfYouCan: Bringing Open Set metrics to $\textit{near} $, $ \textit{far} $ and $\textit{farther}$ Out-of-Distribution Object Detection AUROC and FPR95 cannot measure that all OOD objects in these images are ignored

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:29:14.445651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 56327139-319e-4abe-bd80-6514a5e5a1df · outbound

This paper cites In our case, we used directly the latent activations without doing Monte Carlo dropout sampling of entropy estimation as in Arnez et al.

FindMeIfYouCan: Bringing Open Set metrics to $\textit{near} $, $ \textit{far} $ and $\textit{farther}$ Out-of-Distribution Object Detection In our case, we used directly the latent activations without doing Monte Carlo dropout sampling of entropy estimation as in Arnez et al

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:29:13.936388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0d939855-8b15-42de-b26e-a6731fa9b171 · outbound

This paper cites unknown" class directly into the object detector, adding specific loss terms and usually training with labeled or pseudo-labeled examples of.

FindMeIfYouCan: Bringing Open Set metrics to $\textit{near} $, $ \textit{far} $ and $\textit{farther}$ Out-of-Distribution Object Detection unknown" class directly into the object detector, adding specific loss terms and usually training with labeled or pseudo-labeled examples of

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:29:13.190368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1d254548-107f-4136-bf7c-5ede56ce7058 · outbound

This paper cites A Baseline for Detecting Misclassified and Out-of-Distribution Examples in Neural Networks.

FindMeIfYouCan: Bringing Open Set metrics to $\textit{near} $, $ \textit{far} $ and $\textit{farther}$ Out-of-Distribution Object Detection A Baseline for Detecting Misclassified and Out-of-Distribution Examples in Neural Networks

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-07T00:29:07.353631Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ceaf24c7-0162-41f0-a3cd-4646a33a5d13 · outbound

This paper cites an unresolved cited work.

FindMeIfYouCan: Bringing Open Set metrics to $\textit{near} $, $ \textit{far} $ and $\textit{farther}$ Out-of-Distribution Object Detection Unresolved cited work

Reference 2018

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:29:16.038275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 171ad8fe-b13c-429d-a43c-3b2086e75ffe · outbound

This paper cites Extremely Simple Activation Shaping for Out-of-Distribution Detection.

FindMeIfYouCan: Bringing Open Set metrics to $\textit{near} $, $ \textit{far} $ and $\textit{farther}$ Out-of-Distribution Object Detection Extremely Simple Activation Shaping for Out-of-Distribution Detection

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-07T00:29:07.235226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2ec8567-1b93-4063-a351-89c36fa6187f · outbound

This paper cites Kuznetsova, H.

FindMeIfYouCan: Bringing Open Set metrics to $\textit{near} $, $ \textit{far} $ and $\textit{farther}$ Out-of-Distribution Object Detection Kuznetsova, H

Reference 2021

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:29:16.321580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f16adca7-f882-4bb2-b8b7-078409f26481 · outbound

This paper cites Mayilvahanan, T.

FindMeIfYouCan: Bringing Open Set metrics to $\textit{near} $, $ \textit{far} $ and $\textit{farther}$ Out-of-Distribution Object Detection Mayilvahanan, T

Reference 2022

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:29:15.789697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation dee44263-e21b-4ff8-9b75-48afe530f0d9 · outbound

This paper cites Open-set object detection: towards unified problem formulation and benchmarking.

FindMeIfYouCan: Bringing Open Set metrics to $\textit{near} $, $ \textit{far} $ and $\textit{farther}$ Out-of-Distribution Object Detection Open-set object detection: towards unified problem formulation and benchmarking

Reference 2023

Resolution: verified exact; local_arxiv, observed 2026-08-07T00:29:12.954937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2ee84200-68d2-492c-9e5c-7321e1b6bf18 · outbound

This paper cites an unresolved cited work.

FindMeIfYouCan: Bringing Open Set metrics to $\textit{near} $, $ \textit{far} $ and $\textit{farther}$ Out-of-Distribution Object Detection Unresolved cited work

Reference 2024

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:29:13.707513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Pith citing papers

No inbound Pith citation observations are available.