ASL to Text Video Translation
Kaggle competition by Google — top 4%.
Model to transcribe American Sign Language (ASL) from video to text. Hand position detection followed by text translation.
Approach: Image processing and data augmentation, MediaPipe for hand movement detection, then a Conformer model (convolution + attention mechanism).
Stack: TensorFlow, TFLite, OpenCV, MediaPipe, Transformers, Conformers, CNN, CTCLoss, AdamW