A transductive multi-label learning approach for video concept detection

@article{Wang2011ATM,
  title={A transductive multi-label learning approach for video concept detection},
  author={Jingdong Wang and Yinghai Zhao and Xiuqing Wu and Xian-Sheng Hua},
  journal={Pattern Recognition},
  year={2011},
  volume={44},
  pages={2274-2286}
}
In this paper, we address two important issues in the video concept detection problem: the insufficiency of labeled videos and the multiple labeling issue. Most existing solutions merely handle the two issues separately. We propose an integrated approach to handle them together, by presenting an effective transductive multi-label classification approach that simultaneously models the labeling consistency between the visually similar videos and the multi-label interdependence for each video. We… CONTINUE READING

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