Paper Citation Record · LEDGER

Visual Content Detection in Educational Videos with Transfer Learning and Dataset Enrichment

As of 18 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 0 inbound Pith citation observations for arXiv:2506.21903.

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

pith.paper-citation-record.v1
2506.21903 v2

Coverage vector

measured 34 of 34 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:21:11.864952Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

34 of 34 outbound references displayed

verified exact2
verified fuzzy26
unresolved6
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 57464f15-7492-4417-8157-21918618e837 · outbound

This paper cites How video production affects student engagement: An empirical study of mooc videos,.

Visual Content Detection in Educational Videos with Transfer Learning and Dataset Enrichment How video production affects student engagement: An empirical study of mooc videos,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:21:16.327375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 857dfb82-1faf-4d2d-8016-5d4a78fcd562 · outbound

This paper cites Students’ and instructors’ use of massive open online courses (moocs): Motivations and challenges,.

Visual Content Detection in Educational Videos with Transfer Learning and Dataset Enrichment Students’ and instructors’ use of massive open online courses (moocs): Motivations and challenges,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:21:16.166797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 33c917b7-fad1-4bb1-ab39-683fb3c13aa9 · outbound

This paper cites Student perceptions of indexed, searchable videos of faculty lectures,.

Visual Content Detection in Educational Videos with Transfer Learning and Dataset Enrichment Student perceptions of indexed, searchable videos of faculty lectures,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:21:16.005641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7e67a4fa-967c-4543-94ea-3aa44c712d23 · outbound

This paper cites Information retention from powerpoint™ and traditional lectures,.

Visual Content Detection in Educational Videos with Transfer Learning and Dataset Enrichment Information retention from powerpoint™ and traditional lectures,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:21:15.808544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4ec3f865-a178-4314-a0e3-cd041baa9c4b · outbound

This paper cites Powerpoint’s power in the classroom: Enhancing students’ self-efficacy and attitudes,.

Visual Content Detection in Educational Videos with Transfer Learning and Dataset Enrichment Powerpoint’s power in the classroom: Enhancing students’ self-efficacy and attitudes,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:21:15.699746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f37732f0-e9ac-4b13-aa3d-61b5c8f50c45 · outbound

This paper cites How the design of presentation slides affects audience comprehension: A case for the assertion-evidence approach,.

Visual Content Detection in Educational Videos with Transfer Learning and Dataset Enrichment How the design of presentation slides affects audience comprehension: A case for the assertion-evidence approach,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:21:15.546960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2d7e87ed-5e77-4811-9131-6ffca9f825dc · outbound

This paper cites Aids to computer-based multimedia learning,.

Visual Content Detection in Educational Videos with Transfer Learning and Dataset Enrichment Aids to computer-based multimedia learning,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:21:15.295731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 975625ba-c954-4662-80a8-af98af33f25d · outbound

This paper cites Animations need narrations: An experimental test of a dual-coding hypothesis.

Visual Content Detection in Educational Videos with Transfer Learning and Dataset Enrichment Animations need narrations: An experimental test of a dual-coding hypothesis

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:21:15.165101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7b68b99a-ebe2-4d0e-a623-0ed6ecfce079 · outbound

This paper cites Cognitive principles of multimedia learning: The role of modality and contiguity.

Visual Content Detection in Educational Videos with Transfer Learning and Dataset Enrichment Cognitive principles of multimedia learning: The role of modality and contiguity

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:21:14.989548Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0b764b20-ad94-43be-9fd0-34295ff56022 · outbound

This paper cites Vizig: Anchor points based non-linear navigation and summarization in educational videos,.

Visual Content Detection in Educational Videos with Transfer Learning and Dataset Enrichment Vizig: Anchor points based non-linear navigation and summarization in educational videos,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:21:14.808350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a04bf3d2-421a-4469-9980-a2d5890c850b · outbound

This paper cites Enhancing lecture video navigation with AI generated summaries,.

Visual Content Detection in Educational Videos with Transfer Learning and Dataset Enrichment Enhancing lecture video navigation with AI generated summaries,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:21:14.652804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0f67407a-c95f-4d8a-99bd-dda1afab966b · outbound

This paper cites Fastperson: Enhancing video-based learning through video summarization that preserves linguistic and visual contexts,.

Visual Content Detection in Educational Videos with Transfer Learning and Dataset Enrichment Fastperson: Enhancing video-based learning through video summarization that preserves linguistic and visual contexts,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:21:14.526449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8ef8927a-3f30-4d5a-84c0-e257157bfe07 · outbound

This paper cites Fitvid: Responsive and flexible video content adaptation,.

Visual Content Detection in Educational Videos with Transfer Learning and Dataset Enrichment Fitvid: Responsive and flexible video content adaptation,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:21:14.353315Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation cbc23b2b-2bab-4ce5-8b1c-b555c77b1312 · outbound

This paper cites Say it all: Feedback for improving non-visual presentation accessibility,.

Visual Content Detection in Educational Videos with Transfer Learning and Dataset Enrichment Say it all: Feedback for improving non-visual presentation accessibility,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:21:14.261103Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 362302ab-fa6e-468c-adb1-b898f9978cba · outbound

This paper cites Lecture2note: Automatic generation of lecture notes from slide-based educational videos,.

Visual Content Detection in Educational Videos with Transfer Learning and Dataset Enrichment Lecture2note: Automatic generation of lecture notes from slide-based educational videos,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:21:14.154270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1522d689-11a7-4f8b-bc77-03b8405f7c16 · outbound

This paper cites Identification of visual objects in lecture videos with color and keypoints analysis,.

Visual Content Detection in Educational Videos with Transfer Learning and Dataset Enrichment Identification of visual objects in lecture videos with color and keypoints analysis,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:21:14.074933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ad96fcd1-dfac-4b87-8ba5-5fdc68bd5f07 · outbound

This paper cites Semantic navigation of powerpoint-based lecture video for autonote generation,.

Visual Content Detection in Educational Videos with Transfer Learning and Dataset Enrichment Semantic navigation of powerpoint-based lecture video for autonote generation,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:21:13.942281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f81a97a0-dda3-4864-8799-aa78a225644d · outbound

This paper cites Enhancing lecture video navigation with AI generated summaries,.

Visual Content Detection in Educational Videos with Transfer Learning and Dataset Enrichment Enhancing lecture video navigation with AI generated summaries,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:21:13.826182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f14cf311-c44c-4a2b-a623-c3e7eadd9aba · outbound

This paper cites Automatic explanation spot estimation method targeted at text and figures in lecture slides.

Visual Content Detection in Educational Videos with Transfer Learning and Dataset Enrichment Automatic explanation spot estimation method targeted at text and figures in lecture slides

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:21:13.696445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2b0efcb3-e977-467d-8ad3-ad1e904ddac2 · outbound

This paper cites Videopoints: Lecture video platform,.

Visual Content Detection in Educational Videos with Transfer Learning and Dataset Enrichment Videopoints: Lecture video platform,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:21:13.581309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation dfd337f4-35fc-40f2-b20a-423f42faed24 · outbound

This paper cites Lecture presentations multimodal dataset: Towards understanding multimodality in educational videos,.

Visual Content Detection in Educational Videos with Transfer Learning and Dataset Enrichment Lecture presentations multimodal dataset: Towards understanding multimodality in educational videos,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:21:13.490773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d6093100-3817-4bca-abb7-fdc1e21ba04b · outbound

This paper cites Lecture Video Visual Objects (LVVO) Dataset: A Benchmark for Visual Object Detection in Educational Videos.

Visual Content Detection in Educational Videos with Transfer Learning and Dataset Enrichment Lecture Video Visual Objects (LVVO) Dataset: A Benchmark for Visual Object Detection in Educational Videos

Reference 22

Resolution: verified exact; local_arxiv, observed 2026-08-06T22:21:12.364743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8703702f-3406-4197-abc2-9cff74ee8c95 · outbound

This paper cites Microsoft coco: Common objects in context,.

Visual Content Detection in Educational Videos with Transfer Learning and Dataset Enrichment Microsoft coco: Common objects in context,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T22:21:11.241286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 491adaf6-c5dd-4ac6-8b45-1cd68933ade3 · outbound

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

Visual Content Detection in Educational Videos with Transfer Learning and Dataset Enrichment Faster r-cnn: Towards real-time object detection with region proposal networks,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T22:21:11.291336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7bcf8cba-e069-48a3-bc29-24e800a9ac44 · outbound

This paper cites Ssd: Single shot multibox detector,.

Visual Content Detection in Educational Videos with Transfer Learning and Dataset Enrichment Ssd: Single shot multibox detector,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T22:21:11.350885Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fdd33c89-1321-4d76-8c6c-1dbd660d0411 · outbound

This paper cites Mask r-cnn,.

Visual Content Detection in Educational Videos with Transfer Learning and Dataset Enrichment Mask r-cnn,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T22:21:11.384811Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e89c63e-28b4-41a1-8f83-43953463b5f3 · outbound

This paper cites Focal loss for dense object detection,.

Visual Content Detection in Educational Videos with Transfer Learning and Dataset Enrichment Focal loss for dense object detection,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T22:21:11.411061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3734e422-473d-4064-a5ab-c35fe0051233 · outbound

This paper cites Fully convolutional one-stage 3d object detection on lidar range images,.

Visual Content Detection in Educational Videos with Transfer Learning and Dataset Enrichment Fully convolutional one-stage 3d object detection on lidar range images,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:21:13.291512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 15bf1b5a-1a62-433e-a4c6-ca181ef0f212 · outbound

This paper cites YOLOv11 Documentation,.

Visual Content Detection in Educational Videos with Transfer Learning and Dataset Enrichment YOLOv11 Documentation,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:21:13.130971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 29cca72e-fbe1-4655-b5ea-07eec658bf78 · outbound

This paper cites How transferable are features in deep neural networks?.

Visual Content Detection in Educational Videos with Transfer Learning and Dataset Enrichment How transferable are features in deep neural networks?

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:21:12.781501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e67e19e7-a688-46f1-bb49-8d77e4263afe · outbound

This paper cites Meta-retinanet for few-shot object detection.

Visual Content Detection in Educational Videos with Transfer Learning and Dataset Enrichment Meta-retinanet for few-shot object detection

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:21:12.587405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d96b235e-3cd7-436d-b467-a49c96a42c76 · outbound

This paper cites Ultralytics yolo11,.

Visual Content Detection in Educational Videos with Transfer Learning and Dataset Enrichment Ultralytics yolo11,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T22:21:11.864952Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f46fc90-5791-49a6-a6be-b8dfac3a64cb · outbound

This paper cites Available: https://doi.org/10.1007/s10639-023-11866-7.

Visual Content Detection in Educational Videos with Transfer Learning and Dataset Enrichment Available: https://doi.org/10.1007/s10639-023-11866-7

Reference 2024

Resolution: verified exact; doi, observed 2026-08-06T22:21:12.100555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f2cebb53-e812-49d8-8909-05cae1df5501 · outbound

This paper cites Available: https://docs.ultralytics.com/models/yolo11.

Visual Content Detection in Educational Videos with Transfer Learning and Dataset Enrichment Available: https://docs.ultralytics.com/models/yolo11

Reference 2025

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:21:12.873948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Pith citing papers

No inbound Pith citation observations are available.