University of Twente Student Theses
SHAX-PC : Adapting XAI methodology SHAP for point cloud data
Harinck, M.F. (2024) SHAX-PC : Adapting XAI methodology SHAP for point cloud data.
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| Abstract: | This research created a custom SHAP framework designed to explain a PointNet model’s prediction. By calculating the marginal contribution of an individual point with respect to a coalition towards the model’s prediction. Individual points’ SHAP value shows the level of contribution that point has towards the classification of a PointNet Model in the Model Net 10 dataset. This research successfully implements the custom SHAP framework and showcases which points contribute to the classification of a chair. |
| Item Type: | Essay (Bachelor) |
| Faculty: | EEMCS: Electrical Engineering, Mathematics and Computer Science |
| Subject: | 50 technical science in general |
| Programme: | Creative Technology BSc (50447) |
| Link to this item: | https://purl.utwente.nl/essays/103223 |
| Export this item as: | BibTeX EndNote HTML Citation Reference Manager |
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