Advanced Sensing in Image Processing and IoT

6 A Comparative Study of Convolutional Neural Networks for Plant Phenology Recognition

DOI: 10.1201/9781003221333-6

Shivani Gaba, Shally Nagpal, and Alankrita Aggarwal

Contents

6.1 Introduction

6.2 Related Works

6.3 Background

6.3.1 Deep Learning

6.3.1.1 Deep Learning Usage in Crop Production

6.3.1.2 Various Methods in Plant Subject Area

6.3.2 Convolutional Neural Networks

6.3.2.1 2-D CNNs

6.3.2.2 3-DCNNs

6.3.2.3 Methods of Regularization

6.4 CNN Performance

6.4.1 Comparing CNN with Other Methods

6.4.2 Generalized Productivity

6.5 Materials and Methods

6.5.1 Convolutional Neural Network Models

6.5.2 Datasets of Training and Testing

6.6 Results and Discussion

6.7 Conclusion

References

6.1 Introduction

Cultivation is necessary for the sustained ...