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添加状态分类和液面分割

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琉璃月光
2025-09-01 14:14:18 +08:00
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ultralytics_yolov8-main/docs/en/reference/solutions/ai_gym.md Normal file
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---
description: Explore the AI Gym class for real-time pose detection and gym step counting using Ultralytics YOLO. Learn to implement pose estimation effectively.
keywords: Ultralytics, AI Gym, YOLO, pose detection, gym step counting, real-time pose estimation, Python
---
# Reference for `ultralytics/solutions/ai_gym.py`
!!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/ai_gym.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/ai_gym.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/ai_gym.py) 🛠️. Thank you 🙏!
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## ::: ultralytics.solutions.ai_gym.AIGym
<br><br>

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description: Explore the Analytics class in Ultralytics for visual analytics. Learn to create and update line, bar, and pie charts efficiently.
keywords: Ultralytics, Analytics, Python, visual analytics, line chart, bar chart, pie chart, data visualization, AGPL-3.0 license
---
# Reference for `ultralytics/solutions/analytics.py`
!!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/analytics.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/analytics.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/analytics.py) 🛠️. Thank you 🙏!
<br>
## ::: ultralytics.solutions.analytics.Analytics
<br><br>

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description: Explore the Ultralytics distance calculation module. Learn to calculate distances between objects in real-time video streams with our comprehensive guide.
keywords: Ultralytics, distance calculation, object tracking, real-time video, centroid, distance estimation, YOLO, ML, cv2
---
# Reference for `ultralytics/solutions/distance_calculation.py`
!!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/distance_calculation.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/distance_calculation.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/distance_calculation.py) 🛠️. Thank you 🙏!
<br>
## ::: ultralytics.solutions.distance_calculation.DistanceCalculation
<br><br>

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description: Learn how to use the Ultralytics Heatmap module for real-time video analysis with object tracking and heatmap generation.
keywords: Ultralytics, Heatmap, Python, Real-time Video, Object Tracking, cv2, Shapely, Computer Vision, AI
---
# Reference for `ultralytics/solutions/heatmap.py`
!!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/heatmap.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/heatmap.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/heatmap.py) 🛠️. Thank you 🙏!
<br>
## ::: ultralytics.solutions.heatmap.Heatmap
<br><br>

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description: Explore the Ultralytics Object Counter for real-time video streams. Learn about initializing parameters, tracking objects, and more.
keywords: Ultralytics, Object Counter, Real-time Tracking, Video Stream, Python, Object Detection
---
# Reference for `ultralytics/solutions/object_counter.py`
!!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/object_counter.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/object_counter.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/object_counter.py) 🛠️. Thank you 🙏!
<br>
## ::: ultralytics.solutions.object_counter.ObjectCounter
<br><br>

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description: Explore Ultralytics' Parking Management solution leveraging YOLO for efficient parking zone monitoring and management.
keywords: Ultralytics, YOLO, parking management, computer vision, parking monitoring, AI solutions, machine learning
---
# Reference for `ultralytics/solutions/parking_management.py`
!!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/parking_management.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/parking_management.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/parking_management.py) 🛠️. Thank you 🙏!
<br>
## ::: ultralytics.solutions.parking_management.ParkingPtsSelection
<br><br><hr><br>
## ::: ultralytics.solutions.parking_management.ParkingManagement
<br><br>

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description: Discover the Ultralytics Queue Management script for real-time object tracking and queue management.
keywords: Ultralytics, queue management, object tracking, real-time video, Python script, YOLO, AGPL-3.0
---
# Reference for `ultralytics/solutions/queue_management.py`
!!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/queue_management.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/queue_management.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/queue_management.py) 🛠️. Thank you 🙏!
<br>
## ::: ultralytics.solutions.queue_management.QueueManager
<br><br>

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description: Explore the Ultralytics YOLO-based speed estimation script for real-time object tracking and speed measurement, optimized for accuracy and performance.
keywords: Ultralytics, speed estimation, YOLO, real-time tracking, object tracking, python
---
# Reference for `ultralytics/solutions/speed_estimation.py`
!!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/speed_estimation.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/speed_estimation.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/speed_estimation.py) 🛠️. Thank you 🙏!
<br>
## ::: ultralytics.solutions.speed_estimation.SpeedEstimator
<br><br>

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description: Explore the live inference capabilities of Streamlit combined with Ultralytics YOLOv8. Learn to implement real-time object detection in your web applications with our comprehensive guide.
keywords: Ultralytics, YOLOv8, live inference, real-time object detection, Streamlit, computer vision, webcam inference, object detection, Python, ML, cv2
---
# Reference for `ultralytics/solutions/streamlit_inference.py`
!!! Note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/streamlit_inference.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/streamlit_inference.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/streamlit_inference.py) 🛠️. Thank you 🙏!
<br>
## ::: ultralytics.solutions.streamlit_inference.inference
<br><br>