Custom Models: Samples¶
This page contains a list of custom models that has been trained and made publicly available by other DeepStack users and the DeepStack team.
You can use any of the models listed below to detect the corresponding objects it is trained for. All you need to do is download the custom model’s .pt file and deploy it as detailed here.
You can also contribute models you have trained by creating an issues on the DeepStack’s GitHub repository and include the following in the issue’s description
purpose of the custom model
object(s) that can be detected
link to the .pt file of the model.
link to a GitHub repository or post on the model [optional]
1. Licence Plate Detection¶
This model is trained to detect Norwegian licence plates, but is tested with various other plates and are working with those.
Created by: Odd
Purpose: License Plate Detection
Model Type: YOLOv5
Pre-trained Model on GitHub: https://github.com/odd86/deepstack_licenceplate_model
2. Logo Detection¶
This model is trained to detect all 352 logos in the OpenLogo dataset.
Created by: DeepQuestAI
Purpose: Common Logo Detection
Model Type: YOLOv5x
Pre-trained Model on GitHub: DeepStack_OpenLogo
3. Dark/Night scene objects Detection¶
This model is trained to detect 12 common objects in images and videos from Dark/Night scenes. This model was trained on the ExDark Dataset.
Created by: DeepQuestAI
Purpose: Detecting common objects in dark/night images and videos
Model Type: YOLOv5x
Pre-trained Model on GitHub: DeepStack_ExDark
4. Human action Detection/Recognition¶
This model is trained to detect/recognize 16 human actions in images and videos. This model was trained on the ActionNET Dataset.
Created by: DeepQuestAI
Purpose: Detecting 16 human actions in images and videos
Model Type: YOLOv5x
Pre-trained Model and Dataset on GitHub: DeepStack_ActionNET
5. DeepStack-Security-Camera-Models¶
A set of Custom Models for security related detections, covering people, vehicles, vehicle number plates, common animals etc.
Created by: MikeLud
Purpose: Person, Vehicles, Number Plate detections for security
Model Type: Refer to repository linked below.
Pre-trained Model on GitHub: DeepStack-Security-Camera-Models