Adapting pre-trained convolutional neural network for region based weed detection with UAV images (Also available on CD) (Record no. 54505)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 01753nam a22001817a 4500 |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | MG TH-0164 |
| Item number | BAR |
| 100 ## - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Bargal, Mayur (PT200916) |
| 245 ## - TITLE STATEMENT | |
| Title | Adapting pre-trained convolutional neural network for region based weed detection with UAV images (Also available on CD) |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
| Date of publication, distribution, etc | 2018 |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | vi,xviii,53,xv-xxxip.,CD-ROM |
| 505 ## - FORMATTED CONTENTS NOTE | |
| Formatted contents note | CONTENTS<br/>Certificate of original authorship i<br/>Certificate of Dissertation Advisor’s consent iii<br/>Thesis Completion Certificate from HFT, Stuttgart v<br/>Thesis Completion Certificate from CEPT, Ahmedabad vii<br/>Acknowledgments ix<br/>Abstract xi<br/>Index for Figures xiii<br/>Index for Tables xv<br/>1 Introduction 1<br/>1.1 Project Brief 1<br/>1.1.1 Need for the Study 2<br/>1.1.2 Problem Scenario 3<br/>1.1.3 Introduction to Neural Networks 3<br/>1.1.4 Introduction to Convolutional Neural Network 7<br/>1.1.5 Region/Object Based Labelling 12<br/>1.1.6 Deep Learning 18<br/>1.1.7 Unmanned Aerial Vehicles (UAV’s) 18<br/>1.2 Aim 19<br/>1.3 Objective 19<br/>1.4 Methodology 19<br/>1.4.1 Data 19<br/>1.4.2 Tools 22<br/>1.4.3 Work Flow 24<br/>1.5 Chapter Scheme and scope of Study 32<br/>2 Theoretical Background 33<br/>3 Study Area 37<br/>3.1 Dataset 1 37<br/>3.2 Dataset 2 42<br/>4 RESULT AND ANALYSIS 44<br/>4.1 Result on Classification 44<br/>5 CONCLUSION AND FUTURE SCOPE 49<br/>5.1 Conclusion 49<br/>5.2 Future Scope 50<br/>References 51<br/>Abbreviations xvii<br/>Appendices 1 – LMDB script xviii<br/>Appendix 2 - Network Definition: FCN8s+ Classifier xxi<br/>Appendix III – Network Definition L FCN8s + Decoder xxiv<br/>Appendix IV – Network Definition: VGG16+FCN xxviii<br/>Plagiarism Report xxxii |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Hahn, Michael (Guide) |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Dave, Bindi (Guide) |
| 890 ## - Country | |
| Country | India |
| 891 ## - Topic | |
| Topic | 2016 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 | Cost, replacement price | Price effective from | Koha item type |
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| Dewey Decimal Classification | Faculty of Technology | CEPT Library | CEPT Library | 18/07/2018 | Faculty of Technology | MG TH-0164 BAR | 019475 | 18/07/2018 | 100.00 | 18/07/2018 | Thesis |