A discriminative CNN video representation for event detection

Z Xu, Y Yang, AG Hauptmann - Proceedings of the IEEE …, 2015 - openaccess.thecvf.com
In this paper, we propose a discriminative video representation for event detection over a
large scale video dataset when only limited hardware resources are available. The focus of …

Zero-shot event detection via event-adaptive concept relevance mining

Z Li, L Yao, X Chang, K Zhan, J Sun, H Zhang - Pattern Recognition, 2019 - Elsevier
Zero-shot complex event detection has been an emerging task in co** with the scarcity of
labeled training videos in practice. Aiming to progress beyond the state-of-the-art zero-shot …

Event-based media processing and analysis: A survey of the literature

C Tzelepis, Z Ma, V Mezaris, B Ionescu… - Image and Vision …, 2016 - Elsevier
Research on event-based processing and analysis of media is receiving an increasing
attention from the scientific community due to its relevance for an abundance of applications …

Attribute-augmented semantic hierarchy: towards bridging semantic gap and intention gap in image retrieval

H Zhang, ZJ Zha, Y Yang, S Yan, Y Gao… - Proceedings of the 21st …, 2013 - dl.acm.org
This paper presents a novel Attribute-augmented Semantic Hierarchy (A2 SH) and
demonstrates its effectiveness in bridging both the semantic and intention gaps in Content …

Event oriented dictionary learning for complex event detection

Y Yan, Y Yang, D Meng, G Liu, W Tong… - … on Image Processing, 2015 - ieeexplore.ieee.org
Complex event detection is a retrieval task with the goal of finding videos of a particular
event in a large-scale unconstrained Internet video archive, given example videos and text …

Semantic concept discovery for large-scale zero-shot event detection

X Chang, Y Yang, AG Hauptmann… - … Joint Conference on …, 2015 - research.monash.edu
We focus on detecting complex events in unconstrained Internet videos. While most existing
works rely on the abundance of labeled training data, we consider a more difficult zero-shot …

Content-based visual landmark search via multimodal hypergraph learning

L Zhu, J Shen, H **, R Zheng… - IEEE Transactions on …, 2015 - ieeexplore.ieee.org
While content-based landmark image search has recently received a lot of attention and
became a very active domain, it still remains a challenging problem. Among the various …

Video2vec embeddings recognize events when examples are scarce

A Habibian, T Mensink… - IEEE transactions on …, 2016 - ieeexplore.ieee.org
This paper aims for event recognition when video examples are scarce or even completely
absent. The key in such a challenging setting is a semantic video representation. Rather …

Composite concept discovery for zero-shot video event detection

A Habibian, T Mensink, CGM Snoek - Proceedings of international …, 2014 - dl.acm.org
We consider automated detection of events in video without the use of any visual training
examples. A common approach is to represent videos as classification scores obtained from …

[HTML][HTML] A Systematic Review of Event-Matching Methods for Complex Event Detection in Video Streams

S Honarparvar, ZB Ashena, S Saeedi, S Liang - Sensors, 2024 - mdpi.com
Complex Event Detection (CED) in video streams involves numerous challenges such as
object detection, tracking, spatio–temporal relationship identification, and event matching …