Our Approach - HRCenterNet
Predict centers
Predict height and width
Form bounding boxes
Predict centers
Predict height and width
Form bounding boxes
blocker-1
Heatmap loss
Unnormalized 2D Gaussian
Probabilistic Distribution
| 0.8 | 0.9 | 0.8 |
| 0.9 | 1 | 0.9 |
| 0.8 | 0.9 | 0.8 |
| Our Model | Corresponding width and height to the character |
|---|
In this study, we translate the topic of bird detection into a standard single keypoint detection problem. The model output a heatmap, which is an image composed of the probability values representing the centroids in each pixel. In addition to the heatmap, the model should also output the relevant properties for each center point, including the corresponding length and width of each center point to form the binding box
blocker-2