Towards Efficient and Accurate CT Segmentation via Edge-Preserving Probabilistic Downsampling

no code implementations • 5 Apr 2024 • Shahzad Ali, Yu Rim Lee, Soo Young Park, Won Young Tak, Soon Ki Jung

Downsampling images and labels, often necessitated by limited resources or to expedite network training, leads to the loss of small objects and thin boundaries.

Image Segmentation Medical Image Segmentation +2

Lightweight Encoder-Decoder Architecture for Foot Ulcer Segmentation

no code implementations • 6 Jul 2022 • Shahzad Ali, Arif Mahmood, Soon Ki Jung

We developed a model that is similar in spirit to the well-established encoder-decoder and residual convolution neural networks.

Segmentation Transfer Learning