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Paper Citation Record · LEDGER

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction

As of 9 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 0 inbound Pith citation observations for arXiv:2607.15400.

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

pith.paper-citation-record.v1
2607.15400 v1

Coverage vector

measured 52 of 52 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T23:32:35.476920Z

measured 52 of 52 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

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measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

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Reference resolution

52 of 52 outbound references displayed

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Outbound references

Observation d906a2fd-83b9-44d4-a93e-6be4a04ebe4c · outbound

This paper cites Get the facts on falls prevention.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Get the facts on falls prevention

Reference 1

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Observation bc349089-7edf-46cf-8303-34c24cf593db · outbound

This paper cites Osonuga, Ayokunle Osonuga, Deborah Omeni, Gloria C.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Osonuga, Ayokunle Osonuga, Deborah Omeni, Gloria C

Reference 2

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Observation dcb9c8a9-4c2d-4662-b2ff-e69d66ada16b · outbound

This paper cites Risk factors for hip fracture in very old people: a population-based study.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Risk factors for hip fracture in very old people: a population-based study

Reference 3

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Observation f85dee16-7d0d-45ec-8e53-8349d1c147f7 · outbound

This paper cites Fall-related brain injuries and the risk of dementia in elderly people: a population-based study.European journal of neurology, 12(2):86–92, 2005.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Fall-related brain injuries and the risk of dementia in elderly people: a population-based study.European journal of neurology, 12(2):86–92, 2005

Reference 4

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Observation bae5284a-f1bb-4e89-9843-7f4c6bc9bd3e · outbound

This paper cites Factors related to fear of falling among community-dwelling older adults.Journal of clinical nursing, 26(1-2):68–76, 2017.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Factors related to fear of falling among community-dwelling older adults.Journal of clinical nursing, 26(1-2):68–76, 2017

Reference 5

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Observation bd4293f1-f0c6-49ff-8157-c2a4dca0fb2a · outbound

This paper cites Schneider, and Bernd Reuschenbach.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Schneider, and Bernd Reuschenbach

Reference 6

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Observation 23180728-ba78-4fdf-b064-b5a5e83c0871 · outbound

This paper cites Exploring the impact of experiencing a long lie fall on physical and clinical outcomes in older people requiring an ambulance: A systematic review.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Exploring the impact of experiencing a long lie fall on physical and clinical outcomes in older people requiring an ambulance: A systematic review

Reference 7

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Observation f326e3ef-ae46-4349-b9b1-659ce31aa029 · outbound

This paper cites The CDC injury center’s response to the growing public health problem of falls among older adults.American Journal of Lifestyle Medicine, 10(1):74–77, 2016.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction The CDC injury center’s response to the growing public health problem of falls among older adults.American Journal of Lifestyle Medicine, 10(1):74–77, 2016

Reference 8

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Observation 150233bc-98c7-453d-b647-ebb434777ea0 · outbound

This paper cites Haddad, Gabrielle F.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Haddad, Gabrielle F

Reference 9

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Observation 4097e933-2f0c-46f0-91a8-b8d4376c90bc · outbound

This paper cites Falls in the community-dwelling older adult: a review for primary-care providers.Clinical interventions in aging, 2(4):545–553, 2007.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Falls in the community-dwelling older adult: a review for primary-care providers.Clinical interventions in aging, 2(4):545–553, 2007

Reference 10

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Observation 64b0a0e3-9966-456b-aeb4-f2c029383fd7 · outbound

This paper cites Inquiry concerning the deployment of advanced telecommunications capability to all americans in a reasonable and timely fashion: 2024 section 706 report.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Inquiry concerning the deployment of advanced telecommunications capability to all americans in a reasonable and timely fashion: 2024 section 706 report

Reference 11

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Observation 66b6d5fa-0d2f-4571-bb33-d1b75e42b527 · outbound

This paper cites an unresolved cited work.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Unresolved cited work

Reference 12

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Observation c079ee37-5369-4469-b7da-8c5641b22ae5 · outbound

This paper cites Warrington, Elizabeth J.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Warrington, Elizabeth J

Reference 13

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Observation 23e163a9-ca91-4135-b658-b1d93d297bcc · outbound

This paper cites Rajendra Acharya.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Rajendra Acharya

Reference 14

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source=pdf_text observed=2026-08-01T23:32:35.327887Z digest=sha256:48f5df5d0de7abe641f7b4c4ed74772979e0a5678b5044443d4b929781cbc794

Observation 1ae9260b-d496-4a37-a0b0-619ca4daa3bb · outbound

This paper cites Continuous patient monitoring with AI: Real-time analysis of video in hospital care settings.Frontiers in Imaging, 4:1547166, 2025.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Continuous patient monitoring with AI: Real-time analysis of video in hospital care settings.Frontiers in Imaging, 4:1547166, 2025

Reference 15

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Observation 86c21b28-33a9-4bad-9373-25b168cc6f46 · outbound

This paper cites Sullivan.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Sullivan

Reference 16

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Observation 207a7283-50bb-4962-b526-706ae6fbc7e6 · outbound

This paper cites Acceptance and privacy perceptions toward video-based active and assisted living technologies: Scoping review.Journal of Medical Internet Research, 25:e45297, 2023.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Acceptance and privacy perceptions toward video-based active and assisted living technologies: Scoping review.Journal of Medical Internet Research, 25:e45297, 2023

Reference 17

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Observation 323bb83b-464f-4710-83a7-d3958da45685 · outbound

This paper cites Unsupervised learning of object landmarks through conditional image generation.Advances in neural information processing systems, 31, 2018.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Unsupervised learning of object landmarks through conditional image generation.Advances in neural information processing systems, 31, 2018

Reference 18

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Observation cc1b9fd5-2e1e-4f78-94bc-20c416746d07 · outbound

This paper cites Murphy, and Honglak Lee.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Murphy, and Honglak Lee

Reference 19

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Observation d6a6db98-8be0-4040-a509-97d856c35a09 · outbound

This paper cites Alharbi, Naif S.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Alharbi, Naif S

Reference 20

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Observation c13e63e7-7aa5-4c73-bad8-285dee6b1315 · outbound

This paper cites Transformer-based fall detection in videos.Engineering Applications of Artificial Intelligence, 132:107937, 2024.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Transformer-based fall detection in videos.Engineering Applications of Artificial Intelligence, 132:107937, 2024

Reference 21

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Observation 7db83d8f-61c8-4041-ab7a-3d2ad1f7a51b · outbound

This paper cites Khan, and Alex Mihailidis.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Khan, and Alex Mihailidis

Reference 22

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Observation 080eda6e-46e0-4f98-9948-21b8f14a11a2 · outbound

This paper cites Fall recognition using a three stream spatio-temporal GCN model with adaptive feature aggregation.Scientific Reports, 15:10635, 2025.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Fall recognition using a three stream spatio-temporal GCN model with adaptive feature aggregation.Scientific Reports, 15:10635, 2025

Reference 23

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Observation 08b9a357-568a-43a1-9fa5-7bd5cd7a8026 · outbound

This paper cites Attention is all you need.Advances in neural information processing systems, 30, 2017.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Attention is all you need.Advances in neural information processing systems, 30, 2017

Reference 24

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source=pdf_text observed=2026-08-01T23:32:35.366582Z digest=sha256:c1415c57b1e668e7bdecf62403d771230118620bec5f2e6cba990b00a83f85af

Observation 90c5321d-25c7-44ff-aea0-c1c06a27716f · outbound

This paper cites 2d human pose estimation: A survey.Multimedia systems, 29(5):3115–3138, 2023.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction 2d human pose estimation: A survey.Multimedia systems, 29(5):3115–3138, 2023

Reference 25

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Observation b6117abb-fba4-4b3c-87de-99069aed5e1a · outbound

This paper cites A survey on deep learning-based 2d human pose estimation models.Computers, Materials, & Continua, 76(2):2385, 2023.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction A survey on deep learning-based 2d human pose estimation models.Computers, Materials, & Continua, 76(2):2385, 2023

Reference 26

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Observation ed4d112a-7a5a-4830-8a23-a8aab399811a · outbound

This paper cites an unresolved cited work.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Unresolved cited work

Reference 27

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Observation c8578da3-a89d-4994-b479-fd84923210fb · outbound

This paper cites Privacy preserving human fall detection using video data.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Privacy preserving human fall detection using video data

Reference 28

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Observation 85bb29bf-a4ed-4e9d-baf4-f8ce1f7e9bd5 · outbound

This paper cites Skeleton-based privacy-preserving smart activity sensor for senior care and patient monitoring.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Skeleton-based privacy-preserving smart activity sensor for senior care and patient monitoring

Reference 29

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Observation 2b1e9a84-586e-4805-a1d7-4110bdb6259f · outbound

This paper cites A real-time skeleton-based fall detection algorithm based on temporal convolutional networks and transformer encoder.Pervasive and Mobile Computing, 107:102016, 2025.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction A real-time skeleton-based fall detection algorithm based on temporal convolutional networks and transformer encoder.Pervasive and Mobile Computing, 107:102016, 2025

Reference 30

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Observation ea3565f2-7fba-42bf-a11f-bc8261511875 · outbound

This paper cites Privacy-preserving approach for early detection of long-lie incidents: A pilot study with healthy subjects.Sensors, 25(12):3836, 2025.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Privacy-preserving approach for early detection of long-lie incidents: A pilot study with healthy subjects.Sensors, 25(12):3836, 2025

Reference 31

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source=pdf_text observed=2026-08-01T23:32:35.393617Z digest=sha256:7fa027c11c07783b490a28455066affe53f056fff7410845c2407411ee787025

Observation 3f048500-5e07-461e-aed3-e892802e2d65 · outbound

This paper cites A framework for fall detection based on openpose skeleton and lstm/gru models.Applied Sciences, 11(1):329, 2020.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction A framework for fall detection based on openpose skeleton and lstm/gru models.Applied Sciences, 11(1):329, 2020

Reference 32

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Observation 3796d3bf-5c89-49e6-a7e1-f212550ea76c · outbound

This paper cites OpenPose: Realtime multi-person 2d pose estimation using part affinity fields.IEEE Transactions on Pattern Analysis and Machine Intelligence, 43(1):172–186, 2021.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction OpenPose: Realtime multi-person 2d pose estimation using part affinity fields.IEEE Transactions on Pattern Analysis and Machine Intelligence, 43(1):172–186, 2021

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Observation 67d6ca2a-be02-4bed-b251-9f6e541499e2 · outbound

This paper cites Posenet: A convolutional network for real-time 6-dof camera relocalization.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Posenet: A convolutional network for real-time 6-dof camera relocalization

Reference 34

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Observation ab496c0f-57a5-4854-bc9c-b3a7bc7640a1 · outbound

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Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Mediapipe solutions guide

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Observation 97f78bf9-155a-49f9-9348-98251813b638 · outbound

This paper cites HEViT- Pose: Towards high-accuracy and efficient 2d human pose estimation with cascaded group spatial reduction attention.Scientific Reports, 16(1):5637, 2026.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction HEViT- Pose: Towards high-accuracy and efficient 2d human pose estimation with cascaded group spatial reduction attention.Scientific Reports, 16(1):5637, 2026

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Observation 6275c803-80dc-4236-91d8-364827fb7651 · outbound

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Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Explore ultralytics yolov8, 2023

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Observation 961e34b2-1599-433f-8d0a-3b5272882d0c · outbound

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Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Unresolved cited work

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Observation ff855acf-deca-47bf-a8d3-bbb785fb4f2f · outbound

This paper cites Skeleton-based human action recognition using spatial temporal 3d convolutional neural networks.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Skeleton-based human action recognition using spatial temporal 3d convolutional neural networks

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Observation 2dfd479f-8932-40b9-aceb-e4a067e0d367 · outbound

This paper cites Sensor data augmentation from skeleton pose sequences for improving human activity recognition.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Sensor data augmentation from skeleton pose sequences for improving human activity recognition

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Observation 426ef331-ac9b-40b6-9a9d-5541e83dde73 · outbound

This paper cites Towards the extraction of robust sign embeddings for low resource sign language recognition.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Towards the extraction of robust sign embeddings for low resource sign language recognition

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source=pdf_text observed=2026-08-01T23:32:35.432530Z digest=sha256:5a18a9ab71d53c3651f2aea205d7e7d64f797bc69cd269f048f11c300dad1a56

Observation 1766fcce-f58a-43e4-b0e4-ed75b120accd · outbound

This paper cites Co-occurrence Feature Learning from Skeleton Data for Action Recognition and Detection with Hierarchical Aggregation.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Co-occurrence Feature Learning from Skeleton Data for Action Recognition and Detection with Hierarchical Aggregation

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Observation 4bb2c3e1-7a55-4f22-a9fb-164fa6609cdc · outbound

This paper cites Courville, and Yoshua Bengio.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Courville, and Yoshua Bengio

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Observation 0ad9276c-4056-4a23-8d5b-c50619f16c96 · outbound

This paper cites Towards efficient real-time video motion transfer via generative time series modeling.Multimedia Tools and Applications, 85(2):51, 2026.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Towards efficient real-time video motion transfer via generative time series modeling.Multimedia Tools and Applications, 85(2):51, 2026

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Observation b0bce887-08de-4294-b3b4-0667aef86f1e · outbound

This paper cites Inference-time stochastic refinement of gru-normalizing flow for real-time video motion transfer.arXiv preprint arXiv:2512.04282, 2025.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Inference-time stochastic refinement of gru-normalizing flow for real-time video motion transfer.arXiv preprint arXiv:2512.04282, 2025

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Observation 5eaff06e-2418-4bba-a8c2-aa51bcf0b44f · outbound

This paper cites Long short-term memory.Neural computation, 9(8):1735–1780, 1997.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Long short-term memory.Neural computation, 9(8):1735–1780, 1997

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Observation a42d16cc-3e0c-4a4b-b219-687b2fdd2066 · outbound

This paper cites Human fall detection on embedded platform using depth maps and wireless accelerometer.Computer methods and programs in biomedicine, 117(3):489–501, 2014.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Human fall detection on embedded platform using depth maps and wireless accelerometer.Computer methods and programs in biomedicine, 117(3):489–501, 2014

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Observation 6b604bb9-f10d-49d9-8a0f-1683b63a9c86 · outbound

This paper cites Gmdcsa-24: A dataset for human fall detection in videos.Data in Brief, 57:110892, 2024.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Gmdcsa-24: A dataset for human fall detection in videos.Data in Brief, 57:110892, 2024

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Observation 59707648-094b-4e7d-8431-9736d9635118 · outbound

This paper cites Individual comparisons by ranking methods.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Individual comparisons by ranking methods

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Observation 8f6a8558-eaa0-4db6-9d6b-495549258eb9 · outbound

This paper cites An empirical study on low gpu utilization of deep learning jobs.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction An empirical study on low gpu utilization of deep learning jobs

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source=pdf_text observed=2026-08-01T23:32:35.468786Z digest=sha256:38990db8787607c47721dc52a7723628821faf246feec21e3691265ddefc9cfa

Observation 8278a7d8-dd4b-4b2b-8e65-4672803b9eb8 · outbound

This paper cites Real-time 2D Multi-Person Pose Estimation on CPU: Lightweight OpenPose.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Real-time 2D Multi-Person Pose Estimation on CPU: Lightweight OpenPose

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Observation 6ca9cf94-d517-4c94-93f0-0a6f89a22af0 · outbound

This paper cites an unresolved cited work.

Unsupervised Keypoints for Real-Time Fall Detection: Comparative Analysis Under Real-world Conditions with Predictive Bandwidth Reduction Unresolved cited work

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