Publication: Attention-driven Multi-sensor Selection
Attention-driven Multi-sensor Selection
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Braun, S., Neil, D., Anumula, J., Ceolini, E., & Liu, S.-C. (2019, July 19). Attention-driven Multi-sensor Selection. 2019 International Joint Conference on Neural Networks (IJCNN), Budapest. https://doi.org/10.1109/ijcnn.2019.8852396
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Recent encoder-decoder models for sequence-to-sequence mapping show that integrating both temporal and spatial attention mechanisms into neural networks considerably improve network performance. The use of attention for sensor selection in multi-sensor setups and the benefit of such an attention mechanism is less studied. This work reports on a sensor transformation attention network (STAN) that embeds a sensory attention mechanism to dynamically weigh and combine individual input sensors based on their task-relevant information. We d
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- Braun, Stefan
- Neil, Daniel
- Anumula, Jithendar
- Ceolini, Enea
- Liu, Shih-Chii
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Braun, S., Neil, D., Anumula, J., Ceolini, E., & Liu, S.-C. (2019, July 19). Attention-driven Multi-sensor Selection. 2019 International Joint Conference on Neural Networks (IJCNN), Budapest. https://doi.org/10.1109/ijcnn.2019.8852396
