Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-12T04:40:57.892629Z
Paper Citation Record · LEDGER
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation
As of 22 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 1 inbound Pith citation observation for arXiv:2607.03131.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-04T03:21:43.887105Z
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
51 of 51 outbound references displayed
- verified exact8
- verified fuzzy0
- unresolved41
- parse uncertain0
- malformed identifier2
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation c8f1c793-b642-4e8a-a830-fdf0adae711d · outbound
This paper cites Surveillance camera statistics: which city has the most CCTV cameras?.
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation Surveillance camera statistics: which city has the most CCTV cameras?
Reference 1
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f682def3-b145-49f7-9e60-bba89a13ed8a · outbound
This paper cites Intelligent video surveillance: a review through deep learning techniques for crowd analysis,.
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation Intelligent video surveillance: a review through deep learning techniques for crowd analysis,
Reference 2
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ef1ca85f-1cbf-40a2-b3f5-31f0e63fddba · outbound
This paper cites How effective is human video surveillance performance?.
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation How effective is human video surveillance performance?
Reference 3
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ed495d32-3467-4826-ba30-d3a09b3b8b65 · outbound
This paper cites Pirate stealth or inattentional blindness? The effects of target relevance and sustained attention on security monitoring for experienced and na ¨ıve operators,.
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation Pirate stealth or inattentional blindness? The effects of target relevance and sustained attention on security monitoring for experienced and na ¨ıve operators,
Reference 4
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7b801a0e-7f79-450e-8984-6af74c867c3a · outbound
This paper cites How the machine ‘thinks’: understanding opacity in machine learning algorithms,.
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation How the machine ‘thinks’: understanding opacity in machine learning algorithms,
Reference 5
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 61c75d0e-63ca-454a-8f3e-dd592bcb22ca · outbound
This paper cites The value of open source software,.
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation The value of open source software,
Reference 6
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 57455f22-1ca3-4d47-98f8-c9d47e98adaf · outbound
This paper cites Privacy and security vulnerabilities in edge intelligence: an analysis and countermeasures,.
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation Privacy and security vulnerabilities in edge intelligence: an analysis and countermeasures,
Reference 7
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 534f3cf9-f9c3-4e0c-96e1-bd6254ddb69e · outbound
This paper cites Ultralytics YOLOv8,.
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation Ultralytics YOLOv8,
Reference 8
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a918fdc2-02aa-4c09-8bca-215da59c8855 · outbound
This paper cites Labeled Faces in the Wild: a database for studying face recognition in uncon- strained environments,.
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation Labeled Faces in the Wild: a database for studying face recognition in uncon- strained environments,
Reference 9
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 15158de8-aae0-4917-9f0f-7fa723f81897 · outbound
This paper cites An automatic fire detection system based on deep convolutional neural networks for low-power, resource-constrained devices,.
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation An automatic fire detection system based on deep convolutional neural networks for low-power, resource-constrained devices,
Reference 10
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8b90ae3b-ba7c-4571-88cc-ef54d8ae243c · outbound
This paper cites FIRESENSE database of videos for flame and smoke detection,.
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation FIRESENSE database of videos for flame and smoke detection,
Reference 11
- Resolution
- verified exact
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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 7e7214b7-45e7-423a-9cf9-a4bc9b23b8bc · outbound
This paper cites Real-world anomaly detection in surveillance videos,.
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation Real-world anomaly detection in surveillance videos,
Reference 12
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b11dad7c-37a5-4b19-8282-563733e2773c · outbound
This paper cites The security of IP- based video surveillance systems,.
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation The security of IP- based video surveillance systems,
Reference 13
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 450c5c20-926b-4188-a019-503e61f688d3 · outbound
This paper cites Video surveillance systems—current status and future trends,.
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation Video surveillance systems—current status and future trends,
Reference 14
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7620d3cb-a428-4ac6-a52e-a459df51104b · outbound
This paper cites Abandoned object detection in video-surveillance: survey and comparison,.
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation Abandoned object detection in video-surveillance: survey and comparison,
Reference 15
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4d59105a-0e2f-4052-9ca8-dcadd66f1382 · outbound
This paper cites Analytics and detection—Verkada camera documenta- tion,.
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation Analytics and detection—Verkada camera documenta- tion,
Reference 16
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation efd2e916-9fe9-4c94-98f4-1e61511f2e00 · outbound
This paper cites How secure is your video surveillance system? Cyberse- curity guide,.
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation How secure is your video surveillance system? Cyberse- curity guide,
Reference 17
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7f773ca6-3487-48a1-9965-620b6824ec1d · outbound
This paper cites Avigilon Appearance Search technology,.
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation Avigilon Appearance Search technology,
Reference 18
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 85b67de3-31ff-496c-b920-16f7e9d15898 · outbound
This paper cites Available: https://docs.avigilon.com/.
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation Available: https://docs.avigilon.com/
Reference 19
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c01b86ec-7dd5-4b55-87ed-91e4abf6562b · outbound
This paper cites BriefCam platform—datasheet,.
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation BriefCam platform—datasheet,
Reference 20
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 23b76ccd-af5e-4afb-bdfb-6f484aee5cad · outbound
This paper cites BriefCam appliance catalog,.
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation BriefCam appliance catalog,
Reference 21
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6404ae3a-d00e-4ff3-a914-ffa93a473d90 · outbound
This paper cites Frigate: open source AI object detection for IP cameras,.
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation Frigate: open source AI object detection for IP cameras,
Reference 22
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aeef1e2c-7ee0-4fb9-b87c-23aa5ff84c55 · outbound
This paper cites Available: https://frigate.video/.
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation Available: https://frigate.video/
Reference 23
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 69d6a36a-5b4d-4bc1-8987-3e938cdf0d6e · outbound
This paper cites Microsoft COCO: common objects in context,.
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation Microsoft COCO: common objects in context,
Reference 24
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e5f6584e-51a4-4f4e-9179-b39a570e0a79 · outbound
This paper cites ZoneMinder documentation—user guide.
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation ZoneMinder documentation—user guide
Reference 25
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c1d28201-d554-4372-8b32-403508c4431d · outbound
This paper cites Comparative analysis of previous YOLO detectors and YOLOv26s for real-time weapon detection in video surveillance,.
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation Comparative analysis of previous YOLO detectors and YOLOv26s for real-time weapon detection in video surveillance,
Reference 26
- Resolution
- verified exact
- arxiv_id, observed 2026-07-12T04:48:28.934810Z
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 6279979c-0303-41e8-b028-b4fe1b25ef17 · outbound
This paper cites Real-Time Threat Detection from Surveillance Cameras using Machine Learning.
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation Real-Time Threat Detection from Surveillance Cameras using Machine Learning
Reference 27
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6d0dcf1f-6d3e-4cba-9e55-b80c3cc10058 · outbound
This paper cites Audiovisual gun detection with automated lockdown and PA announcing IoT system for schools,.
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation Audiovisual gun detection with automated lockdown and PA announcing IoT system for schools,
Reference 28
- Resolution
- verified exact
- doi, observed 2026-07-12T04:48:28.927969Z
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 09e67493-4f9b-4d14-b9c1-e718b395d405 · outbound
This paper cites ArcFace: additive angular margin loss for deep face recognition,.
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation ArcFace: additive angular margin loss for deep face recognition,
Reference 29
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b7d0e2da-5d57-4314-a6a0-d2e3b59167dd · outbound
This paper cites A review of machine learning and deep learning methods for person detection, tracking and identification, and face recognition with applications,.
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation A review of machine learning and deep learning methods for person detection, tracking and identification, and face recognition with applications,
Reference 30
- Resolution
- verified exact
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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 80e8bd34-b705-4842-a3a2-3e8dda53af24 · outbound
This paper cites A., Gomez-Rios, M.
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation A., Gomez-Rios, M
Reference 31
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e9f4d246-6bf0-4dfe-ace8-33e7d263361a · outbound
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A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation Partial FC: training 10 million identities on a single machine,
Reference 32
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 77f34850-ac88-4964-b94c-11432537b455 · outbound
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A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation Billion-scale similarity search with GPUs,
Reference 33
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 169634ab-fc73-4ded-93f4-0df6794432b6 · outbound
This paper cites A comprehensive review of YOLO architectures in computer vision: from YOLOv1 to YOLOv8 and YOLO-NAS,.
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation A comprehensive review of YOLO architectures in computer vision: from YOLOv1 to YOLOv8 and YOLO-NAS,
Reference 34
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 823196a3-3e9c-478e-8538-921d6c1c4beb · outbound
This paper cites YOLO advances to its genesis: a decadal and comprehensive review of the You Only Look Once (YOLO) series.
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation YOLO advances to its genesis: a decadal and comprehensive review of the You Only Look Once (YOLO) series
Reference 35
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4586a01c-b3db-48af-99fc-062e585400c7 · outbound
This paper cites YOLOv10: Real-Time End-to-End Object Detection.
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation YOLOv10: Real-Time End-to-End Object Detection
Reference 36
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ee0f50d2-fd82-4368-911f-3287f8909766 · outbound
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A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation SlowFast networks for video recognition,
Reference 37
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bfdf4346-e46b-40d1-b258-594b4f3b8af9 · outbound
This paper cites RWF-2000: an open large scale video database for violence detection,.
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation RWF-2000: an open large scale video database for violence detection,
Reference 38
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cbbd6ade-11a6-45a7-9041-eae281dcc24e · outbound
This paper cites Literature review of deep-learning-based detec- tion of violence in video,.
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation Literature review of deep-learning-based detec- tion of violence in video,
Reference 39
- Resolution
- verified exact
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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 9bc731d7-97d6-4ea5-9a53-46642197f3d7 · outbound
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A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation The Kinetics Human Action Video Dataset
Reference 40
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8ae86a37-3637-454f-b2b5-fed80843dfc4 · outbound
This paper cites Egyptian car plate recognition based on YOLOv8, Easy-OCR, and CNN,.
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation Egyptian car plate recognition based on YOLOv8, Easy-OCR, and CNN,
Reference 41
- Resolution
- verified exact
- doi, observed 2026-07-12T04:48:28.943813Z
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 2e9b0e08-5f2b-45db-8861-d449356730d2 · outbound
This paper cites A deep learning-based system for automatic license plate recognition using YOLOv12 and PaddleOCR,.
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation A deep learning-based system for automatic license plate recognition using YOLOv12 and PaddleOCR,
Reference 42
- Resolution
- malformed identifier
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3bfa55e2-357c-42f1-8f00-3400ac887fec · outbound
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A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation EasyOCR: ready-to-use optical character recognition
Reference 43
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 43a55847-11a3-45d3-b372-01281a8b2e21 · outbound
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A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation Character region awareness for text detection,
Reference 44
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation de7aed92-5f28-4372-8b3d-17f080f371e8 · outbound
This paper cites An end-to-end trainable neural network for image-based sequence recognition and its application to scene text recognition,.
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation An end-to-end trainable neural network for image-based sequence recognition and its application to scene text recognition,
Reference 45
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cdb5276b-a984-4307-872b-c0260cccd637 · outbound
This paper cites Real-time Convolutional Neural Networks for Emotion and Gender Classification.
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation Real-time Convolutional Neural Networks for Emotion and Gender Classification
Reference 46
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 674d203a-3fc5-4c59-98e3-a040031c2779 · outbound
This paper cites Dangerous Items Dataset for 5-Class Object Detection (YOLO annotation),.
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation Dangerous Items Dataset for 5-Class Object Detection (YOLO annotation),
Reference 47
- Resolution
- verified exact
- doi, observed 2026-07-12T04:48:28.957031Z
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 5022ee4b-f33a-45f9-b594-df7c6399a6fd · outbound
This paper cites Object detection binary classifiers methodology based on deep learning to identify small objects handled similarly: application in video surveillance,.
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation Object detection binary classifiers methodology based on deep learning to identify small objects handled similarly: application in video surveillance,
Reference 48
- Resolution
- verified exact
- arxiv_id, observed 2026-07-12T04:48:28.964145Z
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 fc78c052-7665-4fbf-b5ad-08537a843cc2 · outbound
This paper cites Decoupled weight decay regularization,.
A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation Decoupled weight decay regularization,
Reference 49
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b04c0bd9-9b9e-4cbc-987d-514ffc844cd9 · outbound
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A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation MobileFaceNets: efficient CNNs for accurate real-time face verification on mobile devices,
Reference 50
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ab61e397-2473-482a-b48c-89388446e41c · outbound
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A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation PyTorch: an imperative style, high-performance deep learning library,
Reference 51
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
Observation 1d5452c7-f1e8-452f-9644-99f76d4046e9 · inbound
ObjectStream: Latent Objects as Memory Anchors for Streaming Video Understanding cites this paper.
ObjectStream: Latent Objects as Memory Anchors for Streaming Video Understanding A Multi-Task Deep Learning Framework for Real-Time Intelligent Video Surveillance with Temporal Event Validation
Reference 9
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.