TY  - BOOK
AU  - Makwana, Viral (PCM21404)
AU  - Devkar, Ganesh (Guide)
TI  - Towards automation in 5s - classification and detection of images from construction sites (Softcopy is also available)
U1  - CEM TH-0444 
PY  - 2023///
N1  -  TABLE OF CONTENTS 
UNDERTAKING  v 
CERTIFICATE   vii 
ACKNOWLEDGEMENTS   ix 
ABBREVIATIONS   xi 
TABLE OF CONTENTS   xiii 
LIST OF FIGURES   xv 
LIST OF TABLES   xvii 
CHAPTER-1: INTRODUCTION   19 
1.1 Background   19 
1.2 Need for study   21 
1.3 Objective   23 
1.4 Research Methodology   24 
1.5 Research Timeline   25 
CHAPTER-2: Literature review   27 
2.1 Lean Construction   27 
2.2 Application of 5S - Lean tool   28 
2.3 Automation in construction   31 
2.4 Deep learning   33 
2.4.1 Image classification  35 
2.4.2 Object detection   39 
CHAPTER-3: Research methodology   45 
3.1 Image classification model   47 
3.1.1 Preparation   48 
3.1.2 Pre-processing   49 
3.1.3 Development of Deep learning CNN model   49 
3.1.4 Image classification & Deployment   54 
3.2 Object Detection model   55 
3.2.1 Preparation   56 
3.2.2 Pre-processing   57 
3.2.3 Training   57 
3.2.4 Testing   58 
3.2.5 Fine-tuning and Deployment     58 
CHAPTER-4: Data collection   59 
4.1 Image classification dataset   59 
4.1.1 Web mining:   59 
4.1.2 Crowdsourcing:   60 
4.2 Object Detection Dataset   60 
4.2.1 Web Mining:   61 
4.2.2 Crowdsourcing:   61 
CHAPTER-5: Data Analysis   63 
5.1 Image classification   63 
5.2 Object detection Model   66 
CHAPTER-6: Conclusion   75 
6.1 Future Work   75 
6.2 Limitations  76 
References   77

ER  -