ML Informed Ultrasound Registration
work with Christrian Herz
Helped him successfully train network for registering cardiac ultrasound
Next step: help him evaluate registration results, compare to other methods
next step: try in ITK-SNAP
Transformer Registration
Found architecture that trains transformer for image registration in 2-D
Key insight: linear patch embedding works for input, but output needs learnable smoothing after linear decoding.
next step: visualize attention maps
Inverse Consistent by Construction Registration
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