Princeton University
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Advanced Topics in Computer Science:
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Large databases of 3D data are becoming common in several fields, including computer graphics, computer-aided design, molecular biology, paleontology, and medicine. This course will study algorithms for geometric analysis and retrieval of 3D shapes from these databases. The focus of study will be recent methods for matching, registering, recognizing, classifying, clustering, segmenting, and understanding 3D data. Toward the end of the semester, guest lecturers will lead discussions on applications of 3D shape analysis. Coursework will include reading/presenting research papers and executing course projects of the students' choosing. The course is open to undergraduates and graduate students from all fields.
Date | Topic | Speakers |
Readings |
Resources |
Slides |
9/11 | Course introduction | Tom Funkhouser | None | ||
9/16 | Geometric representations | Tom Funkhouser | Veltkamp99 | html | |
9/18 | Global shape descriptors I | Tom Funkhouser | Loncaric98 | html | |
9/23 | Global shape descriptors II | Tom Funkhouser |  Osada01 | html | |
9/25 | Local shape descriptors | Josh Podolak |  Johnson99 | html | |
9/30 | Rigid body registration | Paul Calamia & Mike Burns |  Audette00 | html | |
10/2 | Deformable surface registration | Chris Decoro | Allen93 | html | |
10/7 | Project I proposals | All students | None | ||
10/9 | Mesh segmentation |  Phil Shilane |  Katz03 | html | |
10/14 | Part-based recognition | Benedict Brown | Dickinson97  | html | |
10/16 | Symmetry detection | Misha Kazhdan | Kazhdan03  | html | |
10/21 | Symmetry transform | Jason Lawrence | Reisfeld95 | html | |
10/23 | Medial axis | Diego Nehab | Ogniewicz95 | html | |
BREAK | |||||
11/4 | Skeleton extraction | Deborah Silver |   | html | |
11/6 | Topological matching | Ali Shokoufandeh |   | html | |
11/11 | Project I reports | All students |   |   |   |
11/13 | Project I reports | All students |   |   |   |
11/18 | View-based matching | Ming Ouhyoung | Chen03 | html | |
11/20 | Project II proposals | All students |   |   |   |
11/25 | Machine learning for shape analysis | Rob Schapire |   |   | |
12/2 | Shape analysis in search engines | Tom Funkhouser |   | html | |
12/4 | Shape analysis in CAD | Bill Regli | Han00 | html | |
12/9 | Shape analysis in molecular biology | Catherine Cresson-Tarsa | Cresson-Tarsa03 | html | |
12/11 | Shape analysis in medicine (at noon in CS402) | Dimitris Metaxas |   | html |