ultralytics 8.0.97 confusion matrix, windows, docs updates (#2511)

Co-authored-by: Yonghye Kwon <developer.0hye@gmail.com>
Co-authored-by: Dowon <ks2515@naver.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Laughing <61612323+Laughing-q@users.noreply.github.com>

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

@@ -1,3 +1,7 @@
+---
+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
@@ -6,4 +10,4 @@
 # predict
 ---
 :::ultralytics.yolo.v8.classify.predict.predict
-<br><br>
+<br><br>

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

@@ -1,3 +1,7 @@
+---
+description: Train a custom image classification model using Ultralytics YOLOv8 with ClassificationTrainer. Boost accuracy and efficiency today.
+---
+
 # ClassificationTrainer
 ---
 :::ultralytics.yolo.v8.classify.train.ClassificationTrainer
@@ -6,4 +10,4 @@
 # train
 ---
 :::ultralytics.yolo.v8.classify.train.train
-<br><br>
+<br><br>

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

@@ -1,3 +1,7 @@
+---
+description: Ensure model classification accuracy with Ultralytics YOLO's ClassificationValidator. Validate and improve your model with ease.
+---
+
 # ClassificationValidator
 ---
 :::ultralytics.yolo.v8.classify.val.ClassificationValidator
@@ -6,4 +10,4 @@
 # val
 ---
 :::ultralytics.yolo.v8.classify.val.val
-<br><br>
+<br><br>

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

@@ -1,3 +1,7 @@
+---
+description: Detect and predict objects in images and videos using the Ultralytics YOLO v8 model with DetectionPredictor.
+---
+
 # DetectionPredictor
 ---
 :::ultralytics.yolo.v8.detect.predict.DetectionPredictor
@@ -6,4 +10,4 @@
 # predict
 ---
 :::ultralytics.yolo.v8.detect.predict.predict
-<br><br>
+<br><br>

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

@@ -1,3 +1,7 @@
+---
+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
@@ -11,4 +15,4 @@
 # train
 ---
 :::ultralytics.yolo.v8.detect.train.train
-<br><br>
+<br><br>

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

@@ -1,3 +1,7 @@
+---
+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
@@ -6,4 +10,4 @@
 # val
 ---
 :::ultralytics.yolo.v8.detect.val.val
-<br><br>
+<br><br>

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

@@ -1,3 +1,7 @@
+---
+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
@@ -6,4 +10,4 @@
 # predict
 ---
 :::ultralytics.yolo.v8.pose.predict.predict
-<br><br>
+<br><br>

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

@@ -1,3 +1,7 @@
+---
+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
@@ -11,4 +15,4 @@
 # train
 ---
 :::ultralytics.yolo.v8.pose.train.train
-<br><br>
+<br><br>

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

@@ -1,3 +1,7 @@
+---
+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
@@ -6,4 +10,4 @@
 # val
 ---
 :::ultralytics.yolo.v8.pose.val.val
-<br><br>
+<br><br>

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

@@ -1,3 +1,7 @@
+---
+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
@@ -6,4 +10,4 @@
 # predict
 ---
 :::ultralytics.yolo.v8.segment.predict.predict
-<br><br>
+<br><br>

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

@@ -1,3 +1,7 @@
+---
+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
@@ -11,4 +15,4 @@
 # train
 ---
 :::ultralytics.yolo.v8.segment.train.train
-<br><br>
+<br><br>

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

@@ -1,3 +1,7 @@
+---
+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
@@ -6,4 +10,4 @@
 # val
 ---
 :::ultralytics.yolo.v8.segment.val.val
-<br><br>
+<br><br>