Advanced Section 3: CNNs and Object Detection
Key Word(s): CNNs, YOLO, SSD, RPN, FPN, AlexNet, LeNet, ResNets, DenseNets, R-CNN, Fast R-CNN, Faster R-CNN, Mask R-CNN, Face recognition
Slides
Lecture notes on ConvNets and architectures
External resources on object recognition
- What do we learn from region based object detectors (Faster R-CNN, R-FCN, FPN)?
- What do we learn from single shot object detectors (SSD, YOLOv3), FPN & Focal loss (RetinaNet)?
- Image segmentation with Mask R-CNN