Paper Citation Record · LEDGER

Out the Window: A Crowd-Sourced Dataset for Activity Classification in Security Video

As of 22 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 0 inbound Pith citation observations for arXiv:1908.10899.

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

pith.paper-citation-record.v1
1908.10899 v2

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T10:34:36.860150Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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

30 of 30 outbound references displayed

verified exact1
verified fuzzy22
unresolved6
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6ed74635-548e-44bb-ac62-ebb1904902ed · outbound

This paper cites YouTube-8M: A Large-Scale Video Classification Benchmark.

Out the Window: A Crowd-Sourced Dataset for Activity Classification in Security Video YouTube-8M: A Large-Scale Video Classification Benchmark

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-14T10:34:36.697286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation caec91d3-0425-4e63-925a-a2d3c77a474d · outbound

This paper cites Simple online and realtime tracking.

Out the Window: A Crowd-Sourced Dataset for Activity Classification in Security Video Simple online and realtime tracking

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:34:37.500488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a5f22ed1-fb3b-4650-822c-5c291236821e · outbound

This paper cites Activitynet: A large-scale video benchmark for human activity understanding.

Out the Window: A Crowd-Sourced Dataset for Activity Classification in Security Video Activitynet: A large-scale video benchmark for human activity understanding

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:34:37.479598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 5c36a25e-b16a-41a1-8160-da11ad78021e · outbound

This paper cites Quo vadis, action recognition? a new model and the kinetics dataset.

Out the Window: A Crowd-Sourced Dataset for Activity Classification in Security Video Quo vadis, action recognition? a new model and the kinetics dataset

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:34:37.459844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a43168f0-9acf-4672-8c37-0f29fcf30b4b · outbound

This paper cites VGG image annotator (VIA).

Out the Window: A Crowd-Sourced Dataset for Activity Classification in Security Video VGG image annotator (VIA)

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:34:37.435821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 03e336be-30d2-4b6d-a903-b0eb72400dbf · outbound

This paper cites Caviar: Context aware vision using image-based active recognition, 2005.

Out the Window: A Crowd-Sourced Dataset for Activity Classification in Security Video Caviar: Context aware vision using image-based active recognition, 2005

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:34:37.418071Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8cf87746-9f3b-45c1-81f7-8a918aa474b2 · outbound

This paper cites The ActivityNet Large-Scale Activity Recognition Challenge 2018 Summary.

Out the Window: A Crowd-Sourced Dataset for Activity Classification in Security Video The ActivityNet Large-Scale Activity Recognition Challenge 2018 Summary

Reference 7

Resolution: metadata mismatch; local_arxiv, observed 2026-08-14T10:34:37.001659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation fee97949-963f-4d0a-b2ea-7ff10a0fddff · outbound

This paper cites A Proposal-Based Solution to Spatio-Temporal Action Detection in Untrimmed Videos.

Out the Window: A Crowd-Sourced Dataset for Activity Classification in Security Video A Proposal-Based Solution to Spatio-Temporal Action Detection in Untrimmed Videos

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-08-14T10:34:36.975519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8b8bafb6-cbc4-4cfa-bf2f-1e252aa92854 · outbound

This paper cites Actions as space-time shapes.

Out the Window: A Crowd-Sourced Dataset for Activity Classification in Security Video Actions as space-time shapes

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:34:37.402480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 7f3b8d28-12fd-41ae-b787-64c9434e2997 · outbound

This paper cites Making the v in vqa matter: Elevating the role of image understanding in visual question answering.

Out the Window: A Crowd-Sourced Dataset for Activity Classification in Security Video Making the v in vqa matter: Elevating the role of image understanding in visual question answering

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:34:37.385344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 60c91574-a953-4669-8cde-1806c00f3920 · outbound

This paper cites A., V ONDRICK , C., P ANTO - FARU, C., L I, Y., V IJAYANARASIMHAN , S., T ODERICI , G., R ICCO , S., S UKTHANKAR , R., ET AL.

Out the Window: A Crowd-Sourced Dataset for Activity Classification in Security Video A., V ONDRICK , C., P ANTO - FARU, C., L I, Y., V IJAYANARASIMHAN , S., T ODERICI , G., R ICCO , S., S UKTHANKAR , R., ET AL

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:34:37.365550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a9ac55d7-a6d2-4716-977d-49604a483000 · outbound

This paper cites Mask r-cnn.

Out the Window: A Crowd-Sourced Dataset for Activity Classification in Security Video Mask r-cnn

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:34:37.348192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 2a20315f-8b89-4884-8e08-3ca43637c62d · outbound

This paper cites THU- MOS challenge: Action recognition with a large number of classes, 2014.

Out the Window: A Crowd-Sourced Dataset for Activity Classification in Security Video THU- MOS challenge: Action recognition with a large number of classes, 2014

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:34:37.330274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation aad808c4-cba8-4633-bb85-9e239ae85b33 · outbound

This paper cites Large-scale video classiﬁcation with convolutional neural networks.

Out the Window: A Crowd-Sourced Dataset for Activity Classification in Security Video Large-scale video classiﬁcation with convolutional neural networks

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:34:37.309315Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 9e2a3fe2-f48b-4b24-ada5-524a6c3b2df5 · outbound

This paper cites The Kinetics Human Action Video Dataset.

Out the Window: A Crowd-Sourced Dataset for Activity Classification in Security Video The Kinetics Human Action Video Dataset

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-14T10:34:36.779041Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 298123c5-d5a3-49a7-aaeb-4a36423dce83 · outbound

This paper cites Hmdb: a large video database for human motion recognition.

Out the Window: A Crowd-Sourced Dataset for Activity Classification in Security Video Hmdb: a large video database for human motion recognition

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:34:37.285677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e03067e7-53f9-40e0-b3f5-7282b21476cb · outbound

This paper cites Recognizing human ac- tions: a local svm approach.

Out the Window: A Crowd-Sourced Dataset for Activity Classification in Security Video Recognizing human ac- tions: a local svm approach

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:34:37.262927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 6e72307e-fc77-49bd-83ea-724f3d1afb60 · outbound

This paper cites Moments in Time Dataset: one million videos for event understanding.

Out the Window: A Crowd-Sourced Dataset for Activity Classification in Security Video Moments in Time Dataset: one million videos for event understanding

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-14T10:34:36.795417Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b5cc3d4-8354-4d80-b924-87d04de3a565 · outbound

This paper cites T., M UKHERJEE , S., A GGARWAL , J., L EE, H., D AVIS, L., ET AL.

Out the Window: A Crowd-Sourced Dataset for Activity Classification in Security Video T., M UKHERJEE , S., A GGARWAL , J., L EE, H., D AVIS, L., ET AL

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:34:37.243313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 773313bf-5a14-464b-879c-7e393060d357 · outbound

This paper cites A., V AROL , G., W ANG , X., F ARHADI , A., L APTEV , I., AND GUPTA, A.

Out the Window: A Crowd-Sourced Dataset for Activity Classification in Security Video A., V AROL , G., W ANG , X., F ARHADI , A., L APTEV , I., AND GUPTA, A

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:34:37.217728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a645255f-0394-40bc-a80f-e548fca67c70 · outbound

This paper cites Two-stream con- volutional networks for action recognition in videos.

Out the Window: A Crowd-Sourced Dataset for Activity Classification in Security Video Two-stream con- volutional networks for action recognition in videos

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:34:37.185158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 1ad65f42-920d-4565-8efa-225a7b736ef0 · outbound

This paper cites UCF101: A Dataset of 101 Human Actions Classes From Videos in The Wild.

Out the Window: A Crowd-Sourced Dataset for Activity Classification in Security Video UCF101: A Dataset of 101 Human Actions Classes From Videos in The Wild

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-14T10:34:36.818676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28da8735-fa40-440e-a0ec-29dbdb8e6371 · outbound

This paper cites UCF aerial action dataset.

Out the Window: A Crowd-Sourced Dataset for Activity Classification in Security Video UCF aerial action dataset

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:34:37.160959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a5f39290-470c-4319-a3aa-370bacef0ad8 · outbound

This paper cites Cider: Consensus-based image description evaluation.

Out the Window: A Crowd-Sourced Dataset for Activity Classification in Security Video Cider: Consensus-based image description evaluation

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:34:37.140976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation db05ace3-4a58-4bfc-ab73-16b5d42eeef5 · outbound

This paper cites an unresolved cited work.

Out the Window: A Crowd-Sourced Dataset for Activity Classification in Security Video Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-14T10:34:37.121444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 48cd34a5-cbd0-4da5-9f54-292137cbd227 · outbound

This paper cites Temporal segment net- works: Towards good practices for deep action recogni- tion.

Out the Window: A Crowd-Sourced Dataset for Activity Classification in Security Video Temporal segment net- works: Towards good practices for deep action recogni- tion

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:34:37.103145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation daea6872-60b9-4b5f-ae44-4e36da32a909 · outbound

This paper cites Non- local neural networks.

Out the Window: A Crowd-Sourced Dataset for Activity Classification in Security Video Non- local neural networks

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:34:37.082221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ff89be48-285a-4c7c-a46c-fce0a142c134 · outbound

This paper cites A structured model for action detection.

Out the Window: A Crowd-Sourced Dataset for Activity Classification in Security Video A structured model for action detection

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:34:37.062652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 6e62743a-c47e-4bce-ae2b-3f6003750ab5 · outbound

This paper cites Tra- jectory series analysis based event rule induction for visual surveillance.

Out the Window: A Crowd-Sourced Dataset for Activity Classification in Security Video Tra- jectory series analysis based event rule induction for visual surveillance

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T10:34:37.044319Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a949f989-c700-4237-a4f0-9c0996e222dd · outbound

This paper cites HACS: Human Action Clips and Segments Dataset for Recognition and Temporal Localization.

Out the Window: A Crowd-Sourced Dataset for Activity Classification in Security Video HACS: Human Action Clips and Segments Dataset for Recognition and Temporal Localization

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-14T10:34:36.860150Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.