--- description: Explore Ultralytics' Action Recognition solution leveraging YOLO for real-time action detection and video classification. keywords: Ultralytics, YOLO, action recognition, zero-shot, video classification, Hugging Face, computer vision, real-time action detection, AI solutions, machine learning --- # Reference for `ultralytics/solutions/action_recognition.py` !!! Note This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/action_recognition.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/action_recognition.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/action_recognition.py) 🛠️. Thank you 🙏!
## ::: ultralytics.solutions.action_recognition.ActionRecognition



## ::: ultralytics.solutions.action_recognition.TorchVisionVideoClassifier



## ::: ultralytics.solutions.action_recognition.HuggingFaceVideoClassifier



## ::: ultralytics.solutions.action_recognition.crop_and_pad