A5074952743- Advanced Image and Video Retrieval Techniques
- Video Surveillance and Tracking Methods
- Image Retrieval and Classification Techniques
- Educational Reforms and Innovations
- Medical Research and Treatments
- Regional Development and Environment
- Advanced Neural Network Applications
North Minzu University
2024
Shanghai Jiao Tong University
2017-2019
Hashing is a widely adopted method based on an approximate nearest neighbor search and used in large-scale image retrieval tasks. Conventional learning-based hashing algorithms employ end-to-end representation learning, which one-off technique. Because of the tradeoff between efficiency performance, conventional methods must sacrifice code length to improve increases their computational complexity. To binary codes, motivated by "nonsalient-to-salient" attention scheme humans, we propose...
Hashing has been widely used in large-scale image retrieval based on approximate nearest neighbor search. Most learning-to-hashing methods adopt a two-stage algorithm to generate binary codes. First, original images are mapped into continuous visual features. Then, codes generated by quantization step or separate projection. Nevertheless, these sensitive operation, i.e., thresholding. To explicitly address this issue, study proposes novel feature scheme with loopy recurrent neural network,...
This paper proposes a novel recursive hashing scheme, in contrast to conventional "one-off" based algorithms. Inspired by human's "nonsalient-to-salient" perception path, the proposed scheme generates series of binary codes on progressively expanded salient regions. Built recurrent deep network, i.e., LSTM structure, generated from later output nodes naturally inherit information aggregated previously while explore extended region, and therefore it possesses good scalability property. The...
Comprehensively promoting the strategy of revitalizing countryside is a major decision-making deployment that has been re-emphasized by State, and it overall focus work "three rural areas" in new era. The key to revitalization upgrading modernization level agriculture areas lies further development ideological political education areas, especially for women, whose numbers should not be neglected. right remedies prescribed address such problems as their being bound backward cultural concepts,...