Abnormal Event Detection at 150 FPS in MATLAB
Citations
1,088 citations
Cites background or methods from "Abnormal Event Detection at 150 FPS..."
...Similar to [28], reconstruction error is used Testing videos Nu mb er o f fr am es...
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...[28] proposed dictionary based approach to learn the normal behaviors and used reconstruction errors to detect anomalies....
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...Avenue dataset [28] consists of 37 videos....
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...Sparse-coding based approaches [28, 42] are considered as representative methods that achieve state-of-the-art anomaly detection results....
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...Following the success of sparse representation and dictionary learning approaches in several computer vision problems, researchers in [28, 42] used sparse representation to learn the dictionary of normal behaviors....
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909 citations
888 citations
Cites methods from "Abnormal Event Detection at 150 FPS..."
...Specifically, sparse representation methods [25, 45] jointly learn a dictionary and the sparse representation of the normal data for detecting anomalies....
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...Different techniques, such as PCA methods [14, 15] and sparse representation [25, 45], have been used to learn the representation of the normal patterns....
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...UCSD-Ped2 [27], CUHK Avenue [25] and ShanghaiTech [26]....
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...[25] proposed an efficient sparse coding-based method with multiple dictionaries....
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...We conduct experiments on three real-world video anomaly detection datasets, i.e. UCSD-Ped2 [27], CUHK Avenue [25] and ShanghaiTech [26]....
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769 citations
638 citations
Cites background from "Abnormal Event Detection at 150 FPS..."
...Very recently, two different approaches came up to approximate sparse coding, aiming at much faster inference for different applications [26, 32]....
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...While [26] looks for a subdictionary with a small enough reconstruction error, Timofte et al ....
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References
19,211 citations
"Abnormal Event Detection at 150 FPS..." refers methods in this paper
...The relationship between subspace clustering and our method is similar to that between K-means and hierarchical clustering [18]....
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11,507 citations
"Abnormal Event Detection at 150 FPS..." refers methods in this paper
...The relationship between subspace clustering and our method is similar to that between K-means and hierarchical clustering [18]....
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2,348 citations
2,256 citations
"Abnormal Event Detection at 150 FPS..." refers methods in this paper
...Following the traditional procedure, we optimize β while fixing Si for all γ j ̸= 0 and then optimize Si using blockcoordinate descent [14]....
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