KUBÍK, T. Hluboké učení pro analýzu 3D geometrie v medicíně [online]. Brno: Vysoké učení technické v Brně. Fakulta informačních technologií. 2023.
Tibor Kubík put a lot of energy and enthusiasm into his diploma thesis what is evident on its exceptional extent and quality. He became a great expert in the field. His publishable research results also practically usable in clinical practice prove that he is also very capable of understanding real clinical problems and applying his theoretical knowledge in practice. He proved his very good technical skills and attention to detail in the implementation and experiments. I really enjoyed supervising this thesis!
| Kritérium | Známka | Body | Slovní hodnocení |
|---|---|---|---|
| Informace k zadání | Thematically, the assignment follows bachelor's thesis where Tibor Kubík focused on detection of landmark points on dental scans, and it is also a continuation of FIT's partnership with the TESCAN 3DIM company for which the segmentation of dental scans more robust against various atypicall cases is a very attractive topic. Successfully solving the assignment required studying the latest trends in deep learning for 3D mesh processing, adaptation of published state of the art methods to the given task and a large amount of experimental work. The extent to which the student fulfilled the assignment exceeds normal expectations for a diploma thesis. In addition to experiments with so-called multi-view approach, he expanded the work with experiments with most recent architectures like PointNets and MeshCNNs what required a lot of changes because of their very different nature. | ||
| Práce s literaturou | The student searched for and studied a number of recently published scientific papers and he became an expert on the current state of knowledge in the topic of processing 3D models using various types of neural networks like common convolutional ones and graph neural networks. | ||
| Aktivita během řešení, konzultace, komunikace | The student devoted himself to the topic with great interest and regularly consulted his proposals for next steps. A large amount of work was completed in the winter semester before his departure for an Erasmus stay abroad. Nevertheless, he still found time to further expand his experiments with other architectures. | ||
| Aktivita při dokončování | The work was completed on time and my minor comments on carefully prepared technical report were addressed. | ||
| Publikační činnost, ocenění | We plan to publish the results of the work in a scientific journal. |
The presented work is very well done. The text of the work is nicely structured and readable, written in a good English and the experimental results of the work based on the software created by the student are very good as well. Overall, the work is simply excellent.
| Kritérium | Známka | Body | Slovní hodnocení |
|---|---|---|---|
| Náročnost zadání | The assignement of the presented diploma thesis has benn. to my opinion, quite difficult as it required extended self-study by the student as well as extensice experimental work. | ||
| Rozsah splnění požadavků zadání | To my opinion, the assignement of the thesis has not only been fulfilled but it was exceeded as the student experimentally evaluated more possible approaches to the solution. | ||
| Rozsah technické zprávy | The text of the thesis is unusually long and it contains in total 74 pages (plus annexes). | ||
| Prezentační úroveň technické zprávy | 95 | The presentation level of the thesis text is very good, its structure is logical and it is well understandable for readers. Perhaps a bit more attention could have been paid to the titles of the subchapters some of which are not that explanatory when looking at the Contents of the text. | |
| Formální úprava technické zprávy | 98 | On the formal side, the work is done excellently, except for minor imperfections, such as e.g. quite empty pages (e.g. 2, 30...) some of which with "text orphan" (e.g. 2). | |
| Práce s literaturou | 100 | The work with literature is excellent, the work contains 80 references, most of which in pefect format. | |
| Realizační výstup | 100 | The algorithm and software created as a result of the work is excellent and to my opinion fully functional. | |
| Využitelnost výsledků | The results are original and they are, to my opinion, very well exploitable in healthcare applications for teeth segmentation. |
eVSKP id 145039