Fig 1.
Examples of individual cow images.
Fig 2.
Alexnet model structure.
Fig 3.
SE block.
Fig 4.
Flowchart of the dairy cow identification process.
Fig 5.
Structure of the model used in this research.
Fig 6.
Multi-scale module.
Fig 7.
BasicBlock + SE module.
Fig 8.
Accuracy of the model trained on the system with the GPU.
Table 1.
Comparative results of module addition.
Fig 9.
Comparison of the results of different network models.
Table 2.
Analysis of the results of different models.
Fig 10.
(a) Images of cows with a simple background, (b) accuracy and loss rate curves of the training model with the dataset with simple backgrounds.
Fig 11.
Example cow heat maps.
Table 3.
Validation of the proposed model with two datasets.