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mouse-gesture-recognizer
nadizik/mouse-gesture-recognizer
mouse-gesture-recognizer is a machine learning model from nadizik. Use it for the machine learning task on the model card, and read the license before you ship it in a product. The card lists the license as apache-2.0.
A lightweight, real-time Multi-Layer Perceptron (MLP) neural network with an interactive Tkinter GUI for recognizing 2D mouse and touchpad gestures (Classes 0 to 7).
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Updated Aug 19, 2026
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At a glance
- License
- apache-2.0
- Access
- Public
- Created
- Aug 19, 2026
- Updated
- Aug 19, 2026
- SHA
- 3848c4ca
Model card
From the Hugging Face model README
MOUSE Gesture Recognizer (Interactive GUI Test)
A lightweight, real-time Multi-Layer Perceptron (MLP) neural network with an interactive Tkinter GUI for recognizing 2D mouse and touchpad gestures (Classes 0 to 7).
Class 0: Noise / Idle movements
Class 1–7: Target gestures
Features
- Interactive Canvas Testing: Includes a native desktop GUI (
Tkinter) for drawing gestures using a mouse, touchpad, or touchscreen with real-time classification. - Scale & Velocity Invariance: Uses 1D spatial interpolation (
scipy.interpolate.interp1d) to normalize any raw drawn trajectory into exactly 64 points ($64 \times 2 = 128$ floats). - Ultra-Compact Architecture: Lightweight MLP topology (
128 -> 64 -> 32 -> 8) withLeakyReLUactivations for instant inference and zero CPU overhead. - EXE-Ready: Fully compatible with PyInstaller and multiprocessing freezes via dynamic path detection (
_MEIPASS).
Model Architecture
| Layer Index | Layer Type | Input Shape | Output Shape | Activation / Details |
|---|---|---|---|---|
net.0 | nn.Linear | 128 | 64 | nn.LeakyReLU(0.1) |
net.2 | nn.Linear | 64 | 32 | nn.LeakyReLU(0.1) |
net.4 | nn.Linear | 32 | 8 | Softmax (temp=0.45) |
Quickstart & Usage
1. Download & Install Dependencies
git clone [https://huggingface.co/nadizik/mouse-gesture-recognizer](https://huggingface.co/nadizik/mouse-gesture-recognizer)
cd mouse-gesture-recognizer
pip install torch numpy scipy
- License
- apache-2.0
- Created
- Aug 19, 2026
- Updated
- Aug 19, 2026