Gesture2Text: A Generalizable Decoder for Word-Gesture Keyboards in XR Through Trajectory Coarse Discretization and Pre-training

no code implementations • 8 Oct 2024 • Junxiao Shen, Khadija Khaldi, Enmin Zhou, Hemant Bhaskar Surale, Amy Karlson

However, these methods are susceptible to decoding inaccuracies for noisy trajectories.

Decoder Quantization +1

Boosting Gesture Recognition with an Automatic Gesture Annotation Framework

no code implementations • 20 Jan 2024 • Junxiao Shen, Xuhai Xu, Ran Tan, Amy Karlson, Evan Strasnick

We believe that this annotation framework has immense potential to improve the training of downstream gesture recognition models using unlabeled datasets.

Gesture Recognition

Towards Open-World Gesture Recognition

no code implementations • 20 Jan 2024 • Junxiao Shen, Matthias De Lange, Xuhai "Orson" Xu, Enmin Zhou, Ran Tan, Naveen Suda, Maciej Lazarewicz, Per Ola Kristensson, Amy Karlson, Evan Strasnick

Unfortunately, in real-world applications involving gesture recognition, such as gesture recognition based on wrist-worn devices, the data distribution may change over time.

Continual Learning Gesture Recognition +1