Lecture schedule:
block | date | lecturer | content | details | slides & demos | exercise sheets & materials |
---|---|---|---|---|---|---|
1 | 21.04.16 | Damian Borth | Introduction | course formalities, history, definitions, introduction | slides | - |
2 | 26.04.16 | “ | Multimedia Information Systems | setup, labels, benchmarking | slides | sheet |
3 | 03.05.16 | ” | Pattern Recognition (supervised) | basic decision theory, classification, classifier combination | slides | Ipython/Jupyter Installation link Ex2IPythonNotebook(right-click and save as ipynb) |
4 | 10.05.16 | “ | Pattern Recognition (unsupervised) | clustering, dimensionality reduction | slides | sheet material NumPy Website NumPy Tutorial |
5 | 17.05.16 | ” | Text Retrieval | document retrieval, retrieval models, relevance feedback, data structures | slides | - |
6 | 24.05.16 | “ | Image Representation 1 | definitions, features and their properties, invariance | slides | live exercise: eye-tracking experiment |
7 | 31.05.16 | ” | No lecture | - | - | - |
8 | 07.06.16 | “ | Image Representation 2 | eye-tracking experiment, global features, local features | slides | sheet, URL list Caffe Framework Caffe MNIST Tutorial Ex3IPythonNotebook |
9 | 13.06.16 | Christian Schulze | Similarity Search | applications, prototypical architecture, distance measures, object search | slides | - |
10 | 21.06.16 | Damian Borth | Visual Recognition and Image Classification 1 | applications, challenges, face detection, face recognition, object recognition, visual words | slides | sheet, material Ex4IPythonNotebook |
11 | 28.06.16 | ” | Visual Recognition and Image Classification 2 | visual recognition tasks: classification detection, segmentation, Bag-of-Words, SVM | slides | - |
12 | 05.07.16 | “ | Visual Recognition and Image Classification 3 - Deep Learning 1 | concept vocabularies, Visual Sentiment Ontology (VSO), SentiBank, CNN Architectures | slides | sheet, material |
13 | 12.07.16 | ” | Deep Learning 2 | Neural Networks, End-to-end Learning, AlexNet, Convolutions, Activation, Pooling | slides | - |
14 | 19.07.16 | Christian Schulze | Video Analysis | Shot Boundary Detection, Keyframe Extraction, Motion, Audio | slides | - |