Course modules: DD2361/FDD3020 HT26 Advanced Topics in Deep Learning in Biomedical Image Analysis

Module 1. Introduction

Module 1. Introduction Module 1. Introduction

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Lecture Notes - Read Module 1: Introduction Lecture Notes - Read Module 1: Introduction 9

external_url 1589397 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least Score at least % Must score at least % to complete this module item Scored at least % Module item has been completed by scoring at least % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete

Module 2. Image Acquisition & Data Modalities

Module 2. Image Acquisition & Data Modalities Module 2. Image Acquisition & Data Modalities

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External URL

Lecture Notes - Read Module 2: Biomedical Image Acquisition and Data Modalities Lecture Notes - Read Module 2: Biomedical Image Acquisition and Data Modalities 1

external_url 1589507 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least Score at least % Must score at least % to complete this module item Scored at least % Module item has been completed by scoring at least % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
New quiz

Practice Quiz 2 - Biomedical Image Acquisition and Data Modalities Practice Quiz 2 - Biomedical Image Acquisition and Data Modalities 100 2

70.0 min_score lti-quiz 1589342 1

Score at least 70.0 Must score at least 70.0 to complete this module item Scored at least 70.0 Module item has been completed by scoring at least 70.0 Score at least % Must score at least % to complete this module item Scored at least % Module item has been completed by scoring at least % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Assignment

Colab Notebook 2 - Biomedical Image Acquisition and Data Modalities Colab Notebook 2 - Biomedical Image Acquisition and Data Modalities 100 3

assignment 1589467 1

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least Score at least % Must score at least % to complete this module item Scored at least % Module item has been completed by scoring at least % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete

Module 3. Data Scarcity, Domain Gap & Transfer Learning

Module 3. Data Scarcity, Domain Gap & Transfer Learning Module 3. Data Scarcity, Domain Gap & Transfer Learning

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External URL

Lecture Notes - Read Module 3: Data Scarcity, Domain Gap, and Transfer Learning Lecture Notes - Read Module 3: Data Scarcity, Domain Gap, and Transfer Learning 1

external_url 1589508 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least Score at least % Must score at least % to complete this module item Scored at least % Module item has been completed by scoring at least % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Assignment

Colab Notebook 3 - Data Scarcity, Domain Gap, and Transfer Learning Colab Notebook 3 - Data Scarcity, Domain Gap, and Transfer Learning 100 3

assignment 1589468 1

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least Score at least % Must score at least % to complete this module item Scored at least % Module item has been completed by scoring at least % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete

Module 4. Segmentation in Medical Image Analysis

Module 4. Segmentation in Medical Image Analysis Module 4. Segmentation in Medical Image Analysis

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External URL

Lecture Notes - Read Module 4: Segmentation in Medical Image Analysis Lecture Notes - Read Module 4: Segmentation in Medical Image Analysis 1

external_url 1589509 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least Score at least % Must score at least % to complete this module item Scored at least % Module item has been completed by scoring at least % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Assignment

Colab Notebook 4 - Segmentation in Medical Image Analysis Colab Notebook 4 - Segmentation in Medical Image Analysis 100 3

assignment 1589469 1

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least Score at least % Must score at least % to complete this module item Scored at least % Module item has been completed by scoring at least % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete

Module 5. Statistical Analysis & Evaluation Metrics

Module 5. Statistical Analysis & Evaluation Metrics Module 5. Statistical Analysis & Evaluation Metrics

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External URL

Lecture Notes - Read Module 5: Statistical Analysis & Evaluation Metrics Lecture Notes - Read Module 5: Statistical Analysis & Evaluation Metrics 1

external_url 1589510 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least Score at least % Must score at least % to complete this module item Scored at least % Module item has been completed by scoring at least % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Assignment

Colab Notebook 5 - Statistical Analysis & Evaluation Metrics Colab Notebook 5 - Statistical Analysis & Evaluation Metrics 100 3

assignment 1589470 1

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least Score at least % Must score at least % to complete this module item Scored at least % Module item has been completed by scoring at least % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete

Module 6. Trustworthy AI

Module 6. Trustworthy AI Module 6. Trustworthy AI

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External URL

Lecture Notes - Read Module 6: Trustworthy AI Lecture Notes - Read Module 6: Trustworthy AI 1

external_url 1589511 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least Score at least % Must score at least % to complete this module item Scored at least % Module item has been completed by scoring at least % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Assignment

Colab Notebook 6 - Trustworthy AI Colab Notebook 6 - Trustworthy AI 100 3

assignment 1589471 1

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least Score at least % Must score at least % to complete this module item Scored at least % Module item has been completed by scoring at least % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete

Module 7. Multi-modal & Multi-view learning

Module 7. Multi-modal & Multi-view learning Module 7. Multi-modal & Multi-view learning

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External URL

Lecture Notes - Read Module 7: Multi-modal & Multi-view Learning Lecture Notes - Read Module 7: Multi-modal & Multi-view Learning 1

external_url 1589512 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least Score at least % Must score at least % to complete this module item Scored at least % Module item has been completed by scoring at least % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Assignment

Colab Notebook 7 - Multi-modal & Multi-view Learning Colab Notebook 7 - Multi-modal & Multi-view Learning 100 3

assignment 1589472 1

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least Score at least % Must score at least % to complete this module item Scored at least % Module item has been completed by scoring at least % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete

Module 8. Generative AI in Medical Imaging

Module 8. Generative AI in Medical Imaging Module 8. Generative AI in Medical Imaging

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External URL

Lecture Notes - Read Module 8: Generative AI in Medical Imaging Lecture Notes - Read Module 8: Generative AI in Medical Imaging 1

external_url 1589513 0

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least Score at least % Must score at least % to complete this module item Scored at least % Module item has been completed by scoring at least % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete
Assignment

Colab Notebook 8 - Generative AI in Medical Imaging Colab Notebook 8 - Generative AI in Medical Imaging 100 3

assignment 1589473 1

Score at least Must score at least to complete this module item Scored at least Module item has been completed by scoring at least Score at least % Must score at least % to complete this module item Scored at least % Module item has been completed by scoring at least % View Must view in order to complete this module item Viewed Module item has been viewed and is complete Mark completed Must mark this module item done in order to complete Marked completed Module item marked as done and is complete Contribute Must contribute to this module item to complete it Contributed Contributed to this module item and is complete Submit Must submit this module item to complete it Submitted Module item submitted and is complete