Detecting diseases (e.g., pneumonia from chest X-rays, tumors from MRI).
Tools: CNNs (Convolutional Neural Networks), ResNet, EfficientNet.
Separating anatomical structures or pathological regions (e.g., tumor boundaries).
Tools: U-Net, Mask R-CNN, DeepLab.
Aligning images taken at different times or from different angles/modalities.
Tools: VoxelMorph, spatial transformer networks.
Identifying regions of interest (e.g., polyps, nodules).
Tools: YOLO, Faster R-CNN.
Enhancing image quality, reducing noise, or reconstructing from raw data.
Tools: Deep convolutional autoencoders, GANs.
End-to-end models for diagnosis support.
Tools: Ensemble networks, hybrid DL and radiomics approaches.
21st Century Engineering College in Coimbatore
World is transforming everyday. In the rapidly evolving engineering landscape, we have an Increased responsibility to transform the engineering education from traditional curriculum to meet the 21st century skills like Creativity, Critical Thinking, Collaboration and Communication. Through our unique and strategic approach we enable our students to learn beyond and prepare them for life long success.
