Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T12:34:00.525559Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 100 of 241 outbound references and 1 inbound Pith citation observation for arXiv:2507.21649.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T12:34:00.525559Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-05-08T12:49:53.645987Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-11T19:01:19.377020Z
100 of 241 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation c45a6acb-ff9d-4c7b-9bd6-d6edd8cc887d · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Applications of outlier analysis,
Reference 2
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Observation 6f9a20fa-7c9a-490c-b928-338ca8bb7604 · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Weakly Supervised Anomaly Detection: A Survey
Reference 3
Source-reported events for the cited work
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Observation 4ba4aa76-f8f7-418b-9bb7-b2ff8fbb3f17 · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Deep learning for anomaly detection: A review,
Reference 4
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Observation d3cd4329-4dc0-4c04-87e7-86368d8cf71e · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Dota: Unsupervised detection of traffic anomaly in driving videos,
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Observation d69239f0-7f34-4f99-8a90-da283eb404f5 · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Sparse reconstruction cost for abnormal event detection,
Reference 6
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Observation f9c0b77a-6b98-4db7-9823-dcde5747360f · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Learning temporal regularity in video sequences,
Reference 7
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Observation f62546e5-d22a-4ed6-8cf8-76ec8021a4bb · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Future frame prediction for anomaly detection–a new baseline,
Reference 8
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Observation ec3946a4-db25-4d6a-8404-e50b8f3f59f1 · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Uncovering what why and how: A compre- hensive benchmark for causation understanding of video anomaly,
Reference 10
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Observation a496e6cd-b3cb-4a29-b0d3-f4163cd7b07b · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Hawk: Learning to understand open-world video anomalies,
Reference 11
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Observation 202293b4-14f8-46e8-896e-cf398c53cf27 · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Vera: Explainable video anomaly detection via verbalized learning of vision-language models,
Reference 12
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Observation 1287bfae-b620-43d0-8392-b49828ce3438 · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Holmes-vau: Towards long-term video anomaly understanding at any granularity,
Reference 13
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Observation f058c997-81a4-4b30-af05-30ebf44ec2ea · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Abnormal event detection at 150 fps in matlab,
Reference 14
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Observation 4c95d730-5d89-4f3a-a5bc-2fcdd98aa500 · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Anomaly detection and localization in crowded scenes,
Reference 15
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Observation 2f415b88-8f5d-4506-b33c-7dc72e2f1f25 · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Real-world anomaly detection in surveillance videos,
Reference 16
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Observation 89ab1ca4-8cbb-4114-b20d-30ae0d149732 · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM A survey of single- scene video anomaly detection,
Reference 19
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Observation d7e4ba7b-9ef2-468e-83d6-1dfba9dc4108 · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM A comprehensive review on deep learning-based methods for video anomaly detection,
Reference 20
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Observation fe7a0fe2-ab32-4515-8ddf-e46c0926ff2a · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Anomaly analysis in images and videos: A comprehensive review,
Reference 21
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Observation 6d5084c6-9a25-4687-bb6b-9c2cd9f2e8a6 · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Generalized video anomaly event detection: Systematic taxonomy and comparison of deep models,
Reference 22
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Observation c7ee42d3-2f38-4557-b071-e817ba8dab60 · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Deep Learning for Video Anomaly Detection: A Review
Reference 23
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Observation 41e0b66f-7409-4ccb-a4dc-bafcea50f6b4 · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Video Anomaly Detection in 10 Years: A Survey and Outlook
Reference 24
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Observation c31c3a18-cde0-4b82-8042-fb614ab1f685 · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Quo Vadis, Anomaly Detection? LLMs and VLMs in the Spotlight
Reference 25
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Observation 7cdf79dd-fab1-4c23-8153-53a2e96c637d · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Networking systems for video anomaly detection: A tutorial and survey,
Reference 26
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Observation b4d1dd38-1086-4932-9d26-db6a5a3c2292 · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Learning Not to Reconstruct Anomalies
Reference 27
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Observation ee4a3715-1386-4207-892b-62b26cd2f159 · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Making reconstruction-based method great again for video anomaly detection,
Reference 28
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Observation 7472c54e-4265-408c-bfdf-ba356ed92c24 · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Pedestrian Spatio-Temporal Information Fusion For Video Anomaly Detection
Reference 30
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Observation c5f1f3ff-7597-44a3-be8a-9997abd02fcb · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Motion-Aware Feature for Improved Video Anomaly Detection
Reference 31
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Observation b1a93c27-615c-4cfb-a816-055f75b75489 · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Temporal convolutional network with complementary inner bag loss for weakly supervised anomaly detec- tion,
Reference 32
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Observation 61ac0e72-4f8d-4133-8782-1ce968a5b444 · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Collaborative normality learning framework for weakly supervised video anomaly detection,
Reference 33
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Observation 6b2cc5e3-23fe-42aa-bfaf-24798fa54a01 · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Vadclip: Adapting vision-language models for weakly supervised video anomaly detection,
Reference 34
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Observation aa4b18fe-5867-4710-97ae-2a6f99f5b0f0 · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Harnessing large language models for training-free video anomaly detection,
Reference 35
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Observation 963230db-5875-48b7-b936-9ed360839722 · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Follow the rules: reasoning for video anomaly detection with large language models,
Reference 36
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Observation c021adb2-078c-4d05-ae07-dd61fa5ca5f0 · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM LLaMA: Open and Efficient Foundation Language Models
Reference 37
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Observation abff9647-fc4a-4c8b-9c3f-2196e4c379f1 · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Internvl: Scaling up vision foundation models and aligning for generic visual-linguistic tasks,
Reference 38
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Observation 1d824e62-c36d-4cd1-bd78-4a99deb67137 · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Suvad: Semantic understanding based video anomaly detection using mllm,
Reference 39
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Observation 560d6c1b-c95d-4efe-8766-a213b742f81a · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Robust real-time unusual event detection using multiple fixed-location monitors,
Reference 40
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Observation 4e646852-8ac3-40bf-991d-ef135248e99d · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Abnormal crowd behavior detection using social force model,
Reference 41
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Observation 40bab5f6-139d-44bc-bab8-01679b86db6c · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Street scene: A new dataset and evaluation protocol for video anomaly detection,
Reference 42
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Observation 45268180-1c93-496a-bf6a-23eafb537ed9 · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM A new comprehensive bench- mark for semi-supervised video anomaly detection and anticipation,
Reference 43
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Observation 74ebf29a-8cdc-448a-8ded-7cb665231903 · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM A revisit of sparse coding based anomaly detection in stacked rnn framework,
Reference 44
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Observation 2c6cc3c7-2c80-41a3-8830-8745cfc41631 · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Adnet: Temporal anomaly detection in surveillance videos,
Reference 45
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The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Tad: A large-scale benchmark for traffic accidents detection from video surveillance,
Reference 46
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The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM People detection and pose classification inside a moving train using computer vision,
Reference 47
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The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Camnuvem: A robbery dataset for video anomaly detection,
Reference 48
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The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM A Benchmark for Crime Surveillance Video Analysis with Large Models
Reference 49
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Observation 3aa377e1-dcd3-4d29-baa8-615c4ea38524 · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM When, Where, and What? A New Dataset for Anomaly Detection in Driving Videos
Reference 50
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The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Ubnormal: New benchmark for supervised open-set video anomaly detection,
Reference 51
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Observation 430a411e-5753-4982-8be5-58ca4ecc59f0 · outbound
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Reference 52
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Observation 452d992d-51e3-4788-b382-d3920acd75fe · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM VANE-Bench: Video Anomaly Evaluation Benchmark for Conversational LMMs
Reference 53
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Observation 4017d836-9e21-4d66-a2e5-911ab0c451ec · outbound
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The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Two-person interaction detection using body-pose features and mul- tiple instance learning,
Reference 56
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The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Bleu: a method for automatic evaluation of machine translation,
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Reference 62
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Reference 63
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Reference 92
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Observation f1f01806-f4cc-49e9-9031-de373a7f3181 · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Spatial- temporal graph convolutional network boosted flow-frame prediction for video anomaly detection,
Reference 93
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Observation e2b121fb-a50e-403f-ad2a-478e4009d042 · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Amp-net: Appearance-motion prototype network assisted automatic video anomaly detection system,
Reference 94
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Observation b47c9610-b361-4b17-a49e-9d045cdc64d1 · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Cloze test helps: Effective video anomaly detection via learning to complete video events,
Reference 95
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Observation 03d9a9b0-adae-4112-98da-d3bd15629c9b · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Video event restoration based on keyframes for video anomaly detection,
Reference 96
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Observation 6a146e35-dbd8-44b4-9a1e-abde452310f8 · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Video anomaly detection via visual cloze tests,
Reference 97
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Observation 45920885-f140-438c-bec9-a6ba72605b4d · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Video anomaly detection by solving decoupled spatio-temporal jigsaw puzzles,
Reference 98
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Observation bc68fea4-3004-4419-bdc8-3e1be45b0074 · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Video anomaly detection via sequentially learning multiple pretext tasks,
Reference 99
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Observation 9df77423-1fde-4440-8cc4-f9bbbcfce8f2 · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Ssmtl++: Revisiting self-supervised multi-task learning for video anomaly detection,
Reference 100
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Observation 846e6845-bf7c-42a6-ad41-17c4e07c0cb5 · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Abnormal event detection using deep contrastive learning for intelligent video surveillance system,
Reference 101
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Observation c7ce6d6a-ceb6-4634-99f5-9369142f5edc · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Cluster attention contrast for video anomaly detection,
Reference 102
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Observation eb0327ed-6c56-4efa-b3fe-987b35282ae4 · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Learnable locality-sensitive hashing for video anomaly detection,
Reference 103
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Observation c6b67398-571b-4f45-8aa3-381cffc78031 · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Multimodal motion conditioned diffusion model for skeleton-based video anomaly detection,
Reference 104
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Observation 66a08337-be92-4fa9-887b-9cc1f6389b62 · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Adversarial 3d convolutional auto- encoder for abnormal event detection in videos,
Reference 105
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Observation 3f1c0a88-efad-41e7-a9e7-433ba584b6be · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Nm-gan: Noise- modulated generative adversarial network for video anomaly detec- tion,
Reference 106
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Observation d9e904ff-55f5-47ab-8276-69218ef69135 · outbound
The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Spatio- temporal autoencoder for video anomaly detection,
Reference 107
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Observation 34432e23-5e8f-406e-a375-d4ec2927fcdc · inbound
Can Multimodal Large Language Models Truly Understand Small Objects? The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM
Reference 12
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No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.