退购1.1定位算法

docs/reference/yolo/v8/classify/predict.md

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+---
+description: Learn how to use ClassificationPredictor in Ultralytics YOLOv8 for object classification tasks in a simple and efficient way.
+---
+
+# ClassificationPredictor
+---
+:::ultralytics.yolo.v8.classify.predict.ClassificationPredictor
+<br><br>
+
+# predict
+---
+:::ultralytics.yolo.v8.classify.predict.predict
+<br><br>

docs/reference/yolo/v8/classify/train.md

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+---
+description: Train a custom image classification model using Ultralytics YOLOv8 with ClassificationTrainer. Boost accuracy and efficiency today.
+---
+
+# ClassificationTrainer
+---
+:::ultralytics.yolo.v8.classify.train.ClassificationTrainer
+<br><br>
+
+# train
+---
+:::ultralytics.yolo.v8.classify.train.train
+<br><br>

docs/reference/yolo/v8/classify/val.md

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+---
+description: Ensure model classification accuracy with Ultralytics YOLO's ClassificationValidator. Validate and improve your model with ease.
+---
+
+# ClassificationValidator
+---
+:::ultralytics.yolo.v8.classify.val.ClassificationValidator
+<br><br>
+
+# val
+---
+:::ultralytics.yolo.v8.classify.val.val
+<br><br>

docs/reference/yolo/v8/detect/predict.md

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+---
+description: Detect and predict objects in images and videos using the Ultralytics YOLO v8 model with DetectionPredictor.
+---
+
+# DetectionPredictor
+---
+:::ultralytics.yolo.v8.detect.predict.DetectionPredictor
+<br><br>
+
+# predict
+---
+:::ultralytics.yolo.v8.detect.predict.predict
+<br><br>

docs/reference/yolo/v8/detect/train.md

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+---
+description: Train and optimize custom object detection models with Ultralytics DetectionTrainer and train functions. Get started with YOLO v8 today.
+---
+
+# DetectionTrainer
+---
+:::ultralytics.yolo.v8.detect.train.DetectionTrainer
+<br><br>
+
+# Loss
+---
+:::ultralytics.yolo.v8.detect.train.Loss
+<br><br>
+
+# train
+---
+:::ultralytics.yolo.v8.detect.train.train
+<br><br>

docs/reference/yolo/v8/detect/val.md

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+---
+description: Validate YOLOv5 detections using this PyTorch module. Ensure model accuracy with NMS IOU threshold tuning and label mapping.
+---
+
+# DetectionValidator
+---
+:::ultralytics.yolo.v8.detect.val.DetectionValidator
+<br><br>
+
+# val
+---
+:::ultralytics.yolo.v8.detect.val.val
+<br><br>

docs/reference/yolo/v8/pose/predict.md

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+---
+description: Predict human pose coordinates and confidence scores using YOLOv5. Use on real-time video streams or static images.
+---
+
+# PosePredictor
+---
+:::ultralytics.yolo.v8.pose.predict.PosePredictor
+<br><br>
+
+# predict
+---
+:::ultralytics.yolo.v8.pose.predict.predict
+<br><br>

docs/reference/yolo/v8/pose/train.md

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+---
+description: Boost posture detection using PoseTrainer and train models using train() API. Learn PoseLoss for ultra-fast and accurate pose detection with Ultralytics YOLO.
+---
+
+# PoseTrainer
+---
+:::ultralytics.yolo.v8.pose.train.PoseTrainer
+<br><br>
+
+# PoseLoss
+---
+:::ultralytics.yolo.v8.pose.train.PoseLoss
+<br><br>
+
+# train
+---
+:::ultralytics.yolo.v8.pose.train.train
+<br><br>

docs/reference/yolo/v8/pose/val.md

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+---
+description: Ensure proper human poses in images with YOLOv8 Pose Validation, part of the Ultralytics YOLO v8 suite.
+---
+
+# PoseValidator
+---
+:::ultralytics.yolo.v8.pose.val.PoseValidator
+<br><br>
+
+# val
+---
+:::ultralytics.yolo.v8.pose.val.val
+<br><br>

docs/reference/yolo/v8/segment/predict.md

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+---
+description: '"Use SegmentationPredictor in YOLOv8 for efficient object detection and segmentation. Explore Ultralytics YOLO Docs for more information."'
+---
+
+# SegmentationPredictor
+---
+:::ultralytics.yolo.v8.segment.predict.SegmentationPredictor
+<br><br>
+
+# predict
+---
+:::ultralytics.yolo.v8.segment.predict.predict
+<br><br>

docs/reference/yolo/v8/segment/train.md

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+---
+description: Learn about SegmentationTrainer and Train in Ultralytics YOLO v8 for efficient object detection models. Improve your training with Ultralytics Docs.
+---
+
+# SegmentationTrainer
+---
+:::ultralytics.yolo.v8.segment.train.SegmentationTrainer
+<br><br>
+
+# SegLoss
+---
+:::ultralytics.yolo.v8.segment.train.SegLoss
+<br><br>
+
+# train
+---
+:::ultralytics.yolo.v8.segment.train.train
+<br><br>

docs/reference/yolo/v8/segment/val.md

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+---
+description: Ensure segmentation quality on large datasets with SegmentationValidator. Review and visualize results with ease. Learn more at Ultralytics Docs.
+---
+
+# SegmentationValidator
+---
+:::ultralytics.yolo.v8.segment.val.SegmentationValidator
+<br><br>
+
+# val
+---
+:::ultralytics.yolo.v8.segment.val.val
+<br><br>