Improved Bilinear Pooling With Pseudo Square-Rooted Matrix
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Signal Processing Letters"
DOI: 10.1109/lsp.2023.3262059
Abstract: Bilinear pooling is a feature aggregation step applied after the convolutional layers of a deep network and encodes a matrix of local features into a fixed-size bilinear representation. It improves performance in many image classification… read more here.
Keywords: bilinear pooling; square rooted; rooted matrix; normalization ... See more keywords
Robust RGB-T Tracking via Graph Attention-Based Bilinear Pooling.
Sign Up to like & getrecommendations! Published in 2022 at "IEEE transactions on neural networks and learning systems"
DOI: 10.1109/tnnls.2022.3161969
Abstract: RGB-T tracker possesses strong capability of fusing two different yet complementary target observations, thus providing a promising solution to fulfill all-weather tracking in intelligent transportation systems. Existing convolutional neural network (CNN)-based RGB-T tracking methods often… read more here.
Keywords: based bilinear; rgb; bilinear pooling; attention based ... See more keywords
Bilinear pooling in video-QA: empirical challenges and motivational drift from neurological parallels
Sign Up to like & getrecommendations! Published in 2022 at "PeerJ Computer Science"
DOI: 10.7717/peerj-cs.974
Abstract: Bilinear pooling (BLP) refers to a family of operations recently developed for fusing features from different modalities predominantly for visual question answering (VQA) models. Successive BLP techniques have yielded higher performance with lower computational expense,… read more here.
Keywords: fusion; motivational drift; bilinear pooling; video ... See more keywords