We present a joint camera and radar approach to enable autonomous vehicles understand react human gestures in everyday traffic. Initially, we process the data with PointNet followed by spatio-temporal multilayer perceptron (stMLP). Independently, body pose is extracted from frame processed separate stMLP network. propose fusion neural network for both modalities, including an auxiliary loss eac...

In this study, the spatial and temporal frequency tuning characteristics of the MEG gamma (40-60 Hz) rhythm and the BOLD response in primary visual cortex were measured and compared. In an identical MEG/fMRI paradigm, 10 participants viewed reversing square wave gratings at 2 spatial frequencies [0.5 and 3 cycles per degree (cpd)] reversing at 5 temporal frequencies (0, 1 6, 10, 15 Hz). Three-d...

Gesture recognition has attracted considerable attention owing to its great potential in applications. Although the progress been made recently multi-modal learning methods, existing methods still lack effective integration fully explore synergies among spatio-temporal modalities effectively for gesture recognition. The problems are partially due fact that manually designed network architecture...

This paper surveys recent results on the classiication of discrete temporal properties, gives an introduction to the methods that have been developed to obtain them, and explains the connections to the theory of nite automata, the theory of nite semigroups, and to rst-order logic. The salient features of temporal logic 1 are its modalities, which allow it to express temporal relationships. So i...

In this work, we propose a technique that tackles the video understanding problem under a realistic, demanding condition in which we have limited labeled data and partially observed training modalities. Common methods such as transfer learning do not take advantage of the rich information from extra modalities potentially available in the source domain dataset. On the other hand, previous work ...

Primary intraosseous arteriovenous malformations (AVM) are not infrequently encountered. We report a case of intraosseous arteriovenous malformation arising in the left temporal bone. A 51-year-old male patient presented with loss of conscious. Computerized tomography displayed hematoma measuring 4 cm in diameter in the left temporal lobe. Digital subtraction angiography (DSA) showed that a tem...

W e define a modality as a process analyzing and producing chunks of information. For instance, a speech recognition modality analyses speech signals and produces the labels of recognized words. Several multimodal interfaces combining such modalities have already been developed (IMMI'95, CMC'95). To take benefit out of them so as to advance research and implementation of multimodal interfaces, ...