These relationships provide rich semantics and help to enhance the visual representation for improving cross-modal learning. Previous works have succeeded in modeling latent visual relationships or rigid-categorized visual relationships. However, these kinds of methods leave out the problem of ambiguity ...
However, existing learning-based techniques have limitations when it comes to capturing cross-modal and global features. These techniques are often tailored to specific pairs of modalities, limiting their practical utility, especially considering the variability of missing modalities in different cases. In...
Cross-modality reduces the ambiguity of few-shot learning. Classic (uni-modal) few-shot learning is often un- derspecified. Even for binary classification, when given only a single image per class (left), it is unclear whether the target class is th...
crossmodal correspondences between various unisensory features (such as between auditory pitch and visual size) may provide yet another important means of constraining the crossmodal binding problem. A large body
Due to the high manual annotation cost and inevitable label ambiguity, the development of emotion recognition dataset is limited in both scale and quality. Therefore, one of the key challenges is how to build effective models with limited data resource. Previous works have explored different ...
Group ICA, which seeks ICs for the group data instead of estimating networks separately for each individual, was chosen to avoid the ambiguity arising from combining different individual networks obtained by separate estimations. For this reason, the resting-state data from individual subjects were ...
Second, the temporal correlation learning module is introduced to fully discover comprehensive implicit cor- respondences among different segments across audio and visual modal. Then, keyframes are selected by consider- ing the correspondences with other frames in...
Reflecting the ongoing ambiguity and possible volatility of the option, over the years "friendship with benefits" has been cited by students to support both the possibility and the impossibility of enduring close cross-sex friendship. As a further indication of the highly sexualized cultural context...
In recent decades, there has been an explosion of research into the crossmodal influence of olfactory cues on multisensory person perception. Numerous peer-reviewed studies have documented that a variety of olfactory stimuli, from ambient malodours throu
In recent decades, there has been an explosion of research into the crossmodal influence of olfactory cues on multisensory person perception. Numerous peer-reviewed studies have documented that a variety of olfactory stimuli, from ambient malodours throu