Search Results for author: Sidra Aleem

Found 4 papers, 4 papers with code

Test-Time Adaptation with SaLIP: A Cascade of SAM and CLIP for Zero shot Medical Image Segmentation

1 code implementation9 Apr 2024 Sidra Aleem, Fangyijie Wang, Mayug Maniparambil, Eric Arazo, Julia Dietlmeier, Guenole Silvestre, Kathleen Curran, Noel E. O'Connor, Suzanne Little

To adapt SAM to medical imaging, existing methods primarily rely on tuning strategies that require extensive data or prior prompts tailored to the specific task, making it particularly challenging when only a limited number of data samples are available.

Image Segmentation Medical Image Segmentation +7

ConvLoRA and AdaBN based Domain Adaptation via Self-Training

1 code implementation7 Feb 2024 Sidra Aleem, Julia Dietlmeier, Eric Arazo, Suzanne Little

To further boost adaptation, we utilize Adaptive Batch Normalization (AdaBN) which computes target-specific running statistics and use it along with ConvLoRA.

Domain Adaptation Multi-target Domain Adaptation

Random Data Augmentation based Enhancement: A Generalized Enhancement Approach for Medical Datasets

1 code implementation3 Oct 2022 Sidra Aleem, Teerath Kumar, Suzanne Little, Malika Bendechache, Rob Brennan, Kevin McGuinness

To evaluate the generalization of the proposed method, we use four medical datasets and compare its performance with state-of-the-art methods for both classification and segmentation tasks.

Data Augmentation

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