ACIT4030 Machine Learning for 3D Computer Vision Emneplan

The master's thesis is a specialized individual research project. Phase 3 is dedicated to final analysis and/or prototype development and writing the Master's thesis. Prototypes and/or other products that are developed as part of the project can also be part of the final thesis.

In addition, there will be a series of workshops on the academic writing and effective communication of the thesis project, building on the workshops in Phase 1 and 2. Students will develop an awareness of the conventions of academic writing and the writing process and use a range of analytical tools and methods to develop their writing and writing practices as part of writing their thesis.

Guidelines for master's theses at the Faculty can be found here: Retningslinjer for masteroppgaver ved Fakultet for teknologi, kunst og design - Student - minside (oslomet.no)

Practical experience with deep machine learning. Knowledge of computer graphics and image processing is preferable, but not strictly required.

To be eligible to write a master's thesis, all courses from the first year of the program must be successfully completed.

- This course is organized as a series of lectures and seminars where students present and discuss with opponents research articles that cover core concepts and topics in the literature.

- Students work alone or in groups on two projects under supervision.

Successful completion of Phase 1 and Phase 2 forms the basis for Phase 3. The work is carried out under the guidance of the supervisor appointed at the start of Phase 1.

In addition to the project work, there will be a series of online, asynchronous classes during which students will be provided with a range of analytical tools and methods to help develop their writing skills. Students will also receive formative feedback on draft versions of their texts from the course instructor and their peers, with a focus on the final master's thesis and draft research article.

All aids are permitted, provided the rules for plagiarism and source referencing are complied with.

For the oral exam, students will not have access to computers or other aids.

The final assessment will be based on the following four deliveries:

• A written Master thesis (Length: 20,000-30,000 words, using one of the available document templates).
• A draft research paper (Length: 3,000-6,000 words)
• Individual oral presentation (30 minutes).
• Submission of an artefact (either physical or digital) as part of the thesis is optional. Any artefact that has been developed by the student as part of the research project must be approved by the supervisor, the Master Thesis Coordinator must be informed, and the artefact must be made available in such a way to be inspected by the examiners. In the case of a physical artefact, video and images may be used to document its properties, eliminating the need for a physical inspection.

The master's thesis is assessed on the basis of the following criteria:

• The originality and/or relevance of the issues or research questions to the field of study.
• Clarity in the development of issues or research questions being addressed.
• Documentation and use of relevant theory and research, as well as systematic use of sources.
• Clarity in the relationship between issues/research questions being addressed, the method choices/methodologies employed and the resulting discussions/conclusions.
• Ability to collect, systematize, interpret/deconstruct and present knowledge in a clear way.
• Reflection on ethical issues in the research process.
• Written presentation (clear table of contents, accurate literature references, bibliography and appendices).

Theses are written in Norwegian or English. The oral exam can be taken in Norwegian or English, regardless of which language the thesis was written in.

The written thesis must be awarded a grade of A-E (preliminary grade) in order for a student to take the oral exam. The final grade is set after the oral exam. The grade can be adjusted up or down by one grade based on the oral exam. All exams must be passed in order to pass the course.

Students can appeal against the grade set for the written part of the exam. If the grade is changed after an appeal against the grade, and the oral exam has already been held, the oral exam must be retaken.

New/postponed exam

In case of failed exam or legal absence, the student may apply for a new or postponed exam. New or postponed exams are offered within a reasonable time span following the regular exam. The student is responsible for applying for a new/postponed exam within the time limits set by OsloMet. The Regulations for new or postponed examinations are available in Regulations relating to studies and examinations at OsloMet.

Two internal examiners. External examiner is used periodically.

Grade scale A-F.

Two external examiners will be used for the assessment.

Associate Professor Henrik Lieng