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Investigating the feasibility of finger identification on capacitive touchscreens using deep ...IUI 20192019-03-17
Study collects a representative dataset of 455,709 capacitive images from a Nexus 5 (27×15 pixel touch maps), trains CNNs on raw pixels and achieves a…
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InfiniTouch: Finger-Aware Interaction on Fully Touch Sensitive SmartphonesUIST 20182018-10-14
A phone prototype uses two Nexus 5 units and an Arduino with capacitive sensors on front, back and three sides to capture low‑res “capacitive images”; a…
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Estimating the Finger Orientation on Capacitive Touchscreens Using Convolutional Neural NetworksACM ISS 20172017-10-18
Provides a ground-truth dataset (≈500k labeled touches from 33 participants tracked with motion capture) and shows raw capacitive matrices fed to models in…
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PredicTouch: A System to Reduce Touchscreen Latency using Neural Networks and Inertial ...ACM ISS 20172017-10-18
PredicTouch uses wrist, finger, or stylus IMUs plus a multi-layer feedforward neural network (500/400/300 units, AdaGrad, outputs X/Y every 16 ms) to predict…
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