Deep Binary Reconstruction for Cross-Modal Hashing
Sign Up to like & getrecommendations! Published in 2019 at "IEEE Transactions on Multimedia"
DOI: 10.1109/tmm.2018.2866771
Abstract: To satisfy the huge storage space and organization capacity requirements in addressing big multimodal data, hashing techniques have been widely employed to learn binary representations in cross-modal retrieval tasks. However, optimizing the hashing objective under… read more here.
Keywords: binary reconstruction; cross modal; learn binary; deep binary ... See more keywords
Learning Deep Binary Descriptors via Bitwise Interaction Mining
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Pattern Analysis and Machine Intelligence"
DOI: 10.1109/tpami.2022.3161600
Abstract: In this paper, we propose a GraphBit method to learn unsupervised deep binary descriptors for efficient image representation. Conventional binary representation learning methods directly quantize each element according to the threshold without considering the quantization… read more here.
Keywords: interaction; binary descriptors; deep binary; graphbit ... See more keywords