Automatic Human Body Part Segmentation
Bachelor Thesis
2021/2022
Author:
Jakub Toma
Tutor:
Mgr. Dana Škorvánková
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TIMELINE & DIARY
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RESULTS
Timeline
Create Bachelor Thesis Website (01.11.2021)
Research papers (01.12.2021)
Initial chapter(10 pages) + Prototype (31.01.2022)
Setup environment (tensorflow,keras) on MacOs (14.02.2022)
Prepare Depth Maps data from UBC3V dataset (28.02.2022)
Train first CNN model on Depth Maps data (06.03.2022)
Prepare Point clouds data from UBC3V dataset (13.03.2022)
Train another model on point clouds data(28.03.2022)
Gather results and create graphs (12.04.2022)
Try to implement another approach (21.04.2022)
Write practical part of thesis (30.04.2022)
Complete thesis and correct text (12.05.2022)
Upload finished thesis (
20.05.2022
03.06.2022)
Training thesis habilitation (09.06.2022 08:20)
Diary
03.11.2021
Website has been created
10.12.2021
I have studied some papers
31.01.2022
I had completed initial 10 pages of Related Work
14.02.2022
This weekend i started with ML on MacOs and passed some tutorials
21.02.2022
We work with UBC3V dataset - depth maps
28.02.2022
Depth maps are normalized and prepared as numpy array with ground truth
06.03.2022
They were some issues with training Adapted Alexnet model
12.03.2022
We have started training with Adapted Alexnet model on google cloud
21.03.2022
We have gathered results after 60 training epochs
29.03.2022
I completed Related work chapter
09.04.2022
We have preprocessed Point clouds from dataset
18.04.2022
We have created PointNet architecture
21.04.2022
We have started with training, but get bad results
27.04.2022
Edge points in point cloud samples were replaced
03.05.2022
Finally we got good results while evaluating pretrained PointNet model
10.05.2022
I wrote chapter chapters: Proposed Approach and Implementation
16.05.2022
I spent few days with implementation of EdgeConv architecture, but hopeless
22.05.2022
I finished last chapters: Results and Conclusion
25.05.2022
Some issues in thesis were fixed based on supervisors feedback
02.06.2022
Bachelor thesis has been uploaded into system
04.06.2022
THIS WEBSITE HAS BEEN FINALLY UPDATED
05.06.2022
Prepare presentation for thesis habilitation