Road defect detection using high resolution imagery and computer vision (Softcopy is also available) (Record no. 68372)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 01623nam a22001817a 4500 |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | MG TH-0189 |
| Item number | PRA |
| 100 ## - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Prajapati, Jay (PG180370) |
| 245 ## - TITLE STATEMENT | |
| Title | Road defect detection using high resolution imagery and computer vision (Softcopy is also available) |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
| Date of publication, distribution, etc | 2020 |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | xv,46p. |
| 505 ## - FORMATTED CONTENTS NOTE | |
| Formatted contents note | Table of contents <br/>Certificate of Original Authorship i<br/>Certificate of Dissertation - Advisor’s consent iii<br/>Certificate of Dissertation - Program Chair v<br/>Acknowledgments vii<br/>Abstract ix<br/>List of figures xi<br/>List of tables xiv<br/>1 Introduction1<br/>1.1 Objective of the Study 1<br/>1.2 Limitations 2<br/>2 Literature Review3<br/>2.1 Pavement Defects3<br/>2.1.1 Cracking 3<br/>2.2 Autonomous Surveillance Vehicle6<br/>2.3 Stereo Vision8<br/>2.3.1 Methodology 8<br/>2.3.2 Epipolar Geometry 9<br/>2.3.3 Stereo Image rectification 10<br/>2.3.4 Correspondence problem 11<br/>2.3.5 Depth Calculation 12<br/>2.4 Computer Vision and Machine Learning 13<br/>2.4.1 CNN in Deep Learning 14<br/>2.4.2 What is ANN14<br/>2.4.3 CNN18<br/>3 Methodology20<br/>4 Data Acquisition and Results 22<br/>4.1 Equipment 22<br/>4.2 Softwares Used 23<br/>4.3 Equipment setup 24<br/>4.3.1 Data collection 25<br/>4.3.2 Calibration 25<br/>4.3.3 Disparity map26<br/>4.3.4 Object Recognition / Crack Detection27<br/>4.4 Results 29<br/>4.4.1 Drawbacks 30<br/>4.5 Integration with GPS33<br/>4.6 Study Area34<br/>4.7 Drawbacks 37<br/>4.8 Future Scope37<br/>References xxxviii<br/>Appendix 1: Python Codes xl<br/>Plagiarism Report Copy 46 |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Upadhyay, Ashish (Guide) |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Shahdadpuri, Suresh (Guide) |
| 890 ## - Country | |
| Country | India |
| 891 ## - Topic | |
| Topic | 2018 Batch |
| 891 ## - Topic | |
| Topic | FT-PG |
| 891 ## - Topic | |
| Topic | M.Sc. Geomatics |
| Withdrawn status | Lost status | Source of classification or shelving scheme | Damaged status | Not for loan | Collection code | Withdrawn status | Home library | Current library | Date acquired | Source of acquisition | Full call number | Barcode | Date last seen | Price effective from | Koha item type |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dewey Decimal Classification | Faculty of Technology | CEPT Library | CEPT Library | 01/02/2021 | Faculty of Technology | MG TH-0189 PRA | 022648 | 01/02/2021 | 01/02/2021 | Thesis |