Semantic Pooling for Complex Event Analysis in Untrimmed Videos

@article{Chang2017SemanticPF,
  title={Semantic Pooling for Complex Event Analysis in Untrimmed Videos},
  author={Xiaojun Chang and Y. Yu and Yi Yang and E. Xing},
  journal={IEEE Transactions on Pattern Analysis and Machine Intelligence},
  year={2017},
  volume={39},
  pages={1617-1632}
}
  • Xiaojun Chang, Y. Yu, +1 author E. Xing
  • Published 2017
  • Computer Science, Medicine
  • IEEE Transactions on Pattern Analysis and Machine Intelligence
Pooling plays an important role in generating a discriminative video representation. In this paper, we propose a new semantic pooling approach for challenging event analysis tasks (e.g., event detection, recognition, and recounting) in long untrimmed Internet videos, especially when only a few shots/segments are relevant to the event of interest while many other shots are irrelevant or even misleading. The commonly adopted pooling strategies aggregate the shots indifferently in one way or… Expand
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References

SHOWING 1-10 OF 76 REFERENCES
Complex Event Detection using Semantic Saliency and Nearly-Isotonic SVM
  • 78
  • PDF
Searching Persuasively: Joint Event Detection and Evidence Recounting with Limited Supervision
  • 55
  • PDF
Video2vec Embeddings Recognize Events When Examples Are Scarce
  • 41
  • PDF
Multimedia Event Detection Using A Classifier-Specific Intermediate Representation
  • 65
  • PDF
Video event recognition using concept attributes
  • 87
  • PDF
A discriminative CNN video representation for event detection
  • 395
  • PDF
Enhancing Video Event Recognition Using Automatically Constructed Semantic-Visual Knowledge Base
  • 28
  • PDF
Learning latent temporal structure for complex event detection
  • 371
  • PDF
Dynamic Pooling for Complex Event Recognition
  • 50
  • PDF
...
1
2
3
4
5
...