| Topic | Description & Objectives | Resource |
|---|---|---|
| Slides (Part 1) | Image Segmentation | Open |
| Slides (Part 2) | Object Detection | Open |
| Custom U-Net Segmentation | Pet segmentation using a custom U-Net model with residual connections on the Oxford-IIIT Pet Dataset | Colab |
| U-Net with Pretrained Encoder | Flood area segmentation using segmentation_models_pytorch (SMP) with a pretrained encoder backbone | Colab |
| Exercise | Brain Tumor Segmentation | Colab Solutions |
| Faster R-CNN | Object detection using a pretrained Faster R-CNN model on the Pascal VOC dataset | Colab |
| YOLOv8 | Wind turbine detection using YOLOv8 with YOLO format dataset structure | Colab |