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- research-articleOctober 2024
Hypergraph Hash Learning for Efficient Trajectory Similarity Computation
CIKM '24: Proceedings of the 33rd ACM International Conference on Information and Knowledge ManagementPages 175–186https://doi.org/10.1145/3627673.3679555Trajectory similarity computation is a fundamental problem in various applications (e.g., transportation optimization, behavioral study). Recent researches learn trajectory representations instead of point matching to realize more accurate and efficient ...
- research-articleJune 2024
Deep Scaling Factor Quantization Network for Large-scale Image Retrieval
ICMR '24: Proceedings of the 2024 International Conference on Multimedia RetrievalPages 851–859https://doi.org/10.1145/3652583.3658017Hash learning aims to map multimedia data into Hamming space, in which the data point is represented by low-dimensional binary codes and the similarity relationships are preserved. Despite existing hash learning methods have been effectively used in data ...
- research-articleJanuary 2021
Cross-modal variable-length hashing based on hierarchy
Due to the emergence of the era of big data, cross-modal learning have been applied to many research fields. As an efficient retrieval method, hash learning is widely used frequently in many cross-modal retrieval scenarios. However, most of ...
- research-articleDecember 2018
Anchor Graph Hashing with Feature Learning
ICVIP '18: Proceedings of the 2018 2nd International Conference on Video and Image ProcessingPages 140–144https://doi.org/10.1145/3301506.3301535Hash learning methods is a hot topic in the field of image retrieval. Since hash learning methods translate the original datasets into binary codes, they can greatly improve the efficiency of image retrieval. However, the traditional methods cannot well ...
- research-articleOctober 2018
Dense Auto-Encoder Hashing for Robust Cross-Modality Retrieval
MM '18: Proceedings of the 26th ACM international conference on MultimediaPages 1589–1597https://doi.org/10.1145/3240508.3240684Cross-modality retrieval has been widely studied, which aims to search images as response to text queries or vice versa. When faced with large-scale dataset, cross-modality hashing serves as an efficient and effective solution, which learns binary codes ...
- keynoteNovember 2012
Emerging challenges and opportunities in exploiting mobile photos and videos
IMMPD '12: Proceedings of the 2nd ACM international workshop on Interactive multimedia on mobile and portable devicesPages 1–2https://doi.org/10.1145/2390821.2390823The prevalence of mobile cameras and social media sharing services have drastically increased the volume of photos and videos, which pose a new challenge for developing efficient retrieval, mining, and visualization approaches. Meanwhile, the mobile ...