v1.0

docs/en/reference/models/yolo/pose/predict.md

+---
+description: Discover how to use PosePredictor in the Ultralytics YOLO model. Includes detailed guides, code examples, and explanations.
+keywords: Ultralytics, YOLO, PosePredictor, machine learning, AI, predictive models
+---
+
+# Reference for `ultralytics/models/yolo/pose/predict.py`
+
+!!! Note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/predict.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/models/yolo/pose/predict.py) 🛠️. Thank you 🙏!
+
+<br><br>
+
+## ::: ultralytics.models.yolo.pose.predict.PosePredictor
+
+<br><br>

docs/en/reference/models/yolo/pose/train.md

+---
+description: Explore Ultralytics PoseTrainer for YOLO models. Get a step-by-step guide on how to train on custom pose data for more accurate AI modeling.
+keywords: Ultralytics, YOLO, PoseTrainer, pose training, AI modeling, custom data training
+---
+
+# Reference for `ultralytics/models/yolo/pose/train.py`
+
+!!! Note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/train.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/models/yolo/pose/train.py) 🛠️. Thank you 🙏!
+
+<br><br>
+
+## ::: ultralytics.models.yolo.pose.train.PoseTrainer
+
+<br><br>

docs/en/reference/models/yolo/pose/val.md

+---
+description: Explore the PoseValidator—review how Ultralytics YOLO validates poses for object detection. Improve your understanding of YOLO.
+keywords: PoseValidator, Ultralytics, YOLO, Object detection, Pose validation
+---
+
+# Reference for `ultralytics/models/yolo/pose/val.py`
+
+!!! Note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/val.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/models/yolo/pose/val.py) 🛠️. Thank you 🙏!
+
+<br><br>
+
+## ::: ultralytics.models.yolo.pose.val.PoseValidator
+
+<br><br>

docs/en/reference/models/yolo/segment/predict.md

+---
+description: Discover how to utilize the YOLO Segmentation Predictor in Ultralytics. Enhance your objects detection skills with us.
+keywords: YOLO, Ultralytics, object detection, segmentation predictor
+---
+
+# Reference for `ultralytics/models/yolo/segment/predict.py`
+
+!!! Note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/predict.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/models/yolo/segment/predict.py) 🛠️. Thank you 🙏!
+
+<br><br>
+
+## ::: ultralytics.models.yolo.segment.predict.SegmentationPredictor
+
+<br><br>

docs/en/reference/models/yolo/segment/train.md

+---
+description: Maximize your YOLO model's performance with our SegmentationTrainer. Explore comprehensive guides and tutorials on ultralytics.com.
+keywords: Ultralytics, YOLO, SegmentationTrainer, image segmentation, object detection, model training, YOLO model
+---
+
+# Reference for `ultralytics/models/yolo/segment/train.py`
+
+!!! Note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/train.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/models/yolo/segment/train.py) 🛠️. Thank you 🙏!
+
+<br><br>
+
+## ::: ultralytics.models.yolo.segment.train.SegmentationTrainer
+
+<br><br>

docs/en/reference/models/yolo/segment/val.md

+---
+description: Get practical insights about our SegmentationValidator in YOLO Ultralytics models. Discover functionality details, methods, inputs, and outputs.
+keywords: Ultralytics, YOLO, SegmentationValidator, model segmentation, image classification, object detection
+---
+
+# Reference for `ultralytics/models/yolo/segment/val.py`
+
+!!! Note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/val.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/models/yolo/segment/val.py) 🛠️. Thank you 🙏!
+
+<br><br>
+
+## ::: ultralytics.models.yolo.segment.val.SegmentationValidator
+
+<br><br>

docs/en/reference/nn/autobackend.md

+---
+description: Get to know more about Ultralytics nn.autobackend.check_class_names functionality. Optimize your YOLO models seamlessly.
+keywords: Ultralytics, AutoBackend, check_class_names, YOLO, YOLO models, optimization
+---
+
+# Reference for `ultralytics/nn/autobackend.py`
+
+!!! Note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/autobackend.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/autobackend.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/nn/autobackend.py) 🛠️. Thank you 🙏!
+
+<br><br>
+
+## ::: ultralytics.nn.autobackend.AutoBackend
+
+<br><br>
+
+## ::: ultralytics.nn.autobackend.check_class_names
+
+<br><br>
+
+## ::: ultralytics.nn.autobackend.default_class_names
+
+<br><br>

docs/en/reference/nn/modules/block.md

+---
+description: Explore Ultralytics YOLO neural network modules, Proto to BottleneckCSP. Detailed explanation of each module with easy-to-follow code examples.
+keywords: YOLO, Ultralytics, neural network, nn.modules.block, Proto, HGBlock, SPPF, C2, C3, RepC3, C3Ghost, Bottleneck, BottleneckCSP
+---
+
+# Reference for `ultralytics/nn/modules/block.py`
+
+!!! Note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/block.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/block.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/nn/modules/block.py) 🛠️. Thank you 🙏!
+
+<br><br>
+
+## ::: ultralytics.nn.modules.block.DFL
+
+<br><br>
+
+## ::: ultralytics.nn.modules.block.Proto
+
+<br><br>
+
+## ::: ultralytics.nn.modules.block.HGStem
+
+<br><br>
+
+## ::: ultralytics.nn.modules.block.HGBlock
+
+<br><br>
+
+## ::: ultralytics.nn.modules.block.SPP
+
+<br><br>
+
+## ::: ultralytics.nn.modules.block.SPPF
+
+<br><br>
+
+## ::: ultralytics.nn.modules.block.C1
+
+<br><br>
+
+## ::: ultralytics.nn.modules.block.C2
+
+<br><br>
+
+## ::: ultralytics.nn.modules.block.C2f
+
+<br><br>
+
+## ::: ultralytics.nn.modules.block.C3
+
+<br><br>
+
+## ::: ultralytics.nn.modules.block.C3x
+
+<br><br>
+
+## ::: ultralytics.nn.modules.block.RepC3
+
+<br><br>
+
+## ::: ultralytics.nn.modules.block.C3TR
+
+<br><br>
+
+## ::: ultralytics.nn.modules.block.C3Ghost
+
+<br><br>
+
+## ::: ultralytics.nn.modules.block.GhostBottleneck
+
+<br><br>
+
+## ::: ultralytics.nn.modules.block.Bottleneck
+
+<br><br>
+
+## ::: ultralytics.nn.modules.block.BottleneckCSP
+
+<br><br>
+
+## ::: ultralytics.nn.modules.block.ResNetBlock
+
+<br><br>
+
+## ::: ultralytics.nn.modules.block.ResNetLayer
+
+<br><br>
+
+## ::: ultralytics.nn.modules.block.MaxSigmoidAttnBlock
+
+<br><br>
+
+## ::: ultralytics.nn.modules.block.C2fAttn
+
+<br><br>
+
+## ::: ultralytics.nn.modules.block.ImagePoolingAttn
+
+<br><br>
+
+## ::: ultralytics.nn.modules.block.ContrastiveHead
+
+<br><br>
+
+## ::: ultralytics.nn.modules.block.BNContrastiveHead
+
+<br><br>
+
+## ::: ultralytics.nn.modules.block.RepBottleneck
+
+<br><br>
+
+## ::: ultralytics.nn.modules.block.RepCSP
+
+<br><br>
+
+## ::: ultralytics.nn.modules.block.RepNCSPELAN4
+
+<br><br>
+
+## ::: ultralytics.nn.modules.block.ADown
+
+<br><br>
+
+## ::: ultralytics.nn.modules.block.SPPELAN
+
+<br><br>
+
+## ::: ultralytics.nn.modules.block.Silence
+
+<br><br>
+
+## ::: ultralytics.nn.modules.block.CBLinear
+
+<br><br>
+
+## ::: ultralytics.nn.modules.block.CBFuse
+
+<br><br>

docs/en/reference/nn/modules/conv.md

+---
+description: Explore various Ultralytics convolution modules including Conv2, DWConv, ConvTranspose, GhostConv, Channel Attention and more.
+keywords: Ultralytics, Convolution Modules, Conv2, DWConv, ConvTranspose, GhostConv, ChannelAttention, CBAM, autopad
+---
+
+# Reference for `ultralytics/nn/modules/conv.py`
+
+!!! Note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/conv.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/conv.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/nn/modules/conv.py) 🛠️. Thank you 🙏!
+
+<br><br>
+
+## ::: ultralytics.nn.modules.conv.Conv
+
+<br><br>
+
+## ::: ultralytics.nn.modules.conv.Conv2
+
+<br><br>
+
+## ::: ultralytics.nn.modules.conv.LightConv
+
+<br><br>
+
+## ::: ultralytics.nn.modules.conv.DWConv
+
+<br><br>
+
+## ::: ultralytics.nn.modules.conv.DWConvTranspose2d
+
+<br><br>
+
+## ::: ultralytics.nn.modules.conv.ConvTranspose
+
+<br><br>
+
+## ::: ultralytics.nn.modules.conv.Focus
+
+<br><br>
+
+## ::: ultralytics.nn.modules.conv.GhostConv
+
+<br><br>
+
+## ::: ultralytics.nn.modules.conv.RepConv
+
+<br><br>
+
+## ::: ultralytics.nn.modules.conv.ChannelAttention
+
+<br><br>
+
+## ::: ultralytics.nn.modules.conv.SpatialAttention
+
+<br><br>
+
+## ::: ultralytics.nn.modules.conv.CBAM
+
+<br><br>
+
+## ::: ultralytics.nn.modules.conv.Concat
+
+<br><br>
+
+## ::: ultralytics.nn.modules.conv.autopad
+
+<br><br>

docs/en/reference/nn/modules/head.md

+---
+description: Explore docs covering Ultralytics YOLO detection, pose & RTDETRDecoder. Comprehensive guides to help you understand Ultralytics nn modules.
+keywords: Ultralytics, YOLO, Detection, Pose, RTDETRDecoder, nn modules, guides
+---
+
+# Reference for `ultralytics/nn/modules/head.py`
+
+!!! Note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/head.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/head.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/nn/modules/head.py) 🛠️. Thank you 🙏!
+
+<br><br>
+
+## ::: ultralytics.nn.modules.head.Detect
+
+<br><br>
+
+## ::: ultralytics.nn.modules.head.Segment
+
+<br><br>
+
+## ::: ultralytics.nn.modules.head.OBB
+
+<br><br>
+
+## ::: ultralytics.nn.modules.head.Pose
+
+<br><br>
+
+## ::: ultralytics.nn.modules.head.Classify
+
+<br><br>
+
+## ::: ultralytics.nn.modules.head.WorldDetect
+
+<br><br>
+
+## ::: ultralytics.nn.modules.head.RTDETRDecoder
+
+<br><br>

docs/en/reference/nn/modules/transformer.md

+---
+description: Learn about Ultralytics transformer encoder, layer, MLP block, LayerNorm2d and the deformable transformer decoder layer. Expand your understanding of these crucial AI modules.
+keywords: Ultralytics, Ultralytics documentation, TransformerEncoderLayer, TransformerLayer, MLPBlock, LayerNorm2d, DeformableTransformerDecoderLayer
+---
+
+# Reference for `ultralytics/nn/modules/transformer.py`
+
+!!! Note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/transformer.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/transformer.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/nn/modules/transformer.py) 🛠️. Thank you 🙏!
+
+<br><br>
+
+## ::: ultralytics.nn.modules.transformer.TransformerEncoderLayer
+
+<br><br>
+
+## ::: ultralytics.nn.modules.transformer.AIFI
+
+<br><br>
+
+## ::: ultralytics.nn.modules.transformer.TransformerLayer
+
+<br><br>
+
+## ::: ultralytics.nn.modules.transformer.TransformerBlock
+
+<br><br>
+
+## ::: ultralytics.nn.modules.transformer.MLPBlock
+
+<br><br>
+
+## ::: ultralytics.nn.modules.transformer.MLP
+
+<br><br>
+
+## ::: ultralytics.nn.modules.transformer.LayerNorm2d
+
+<br><br>
+
+## ::: ultralytics.nn.modules.transformer.MSDeformAttn
+
+<br><br>
+
+## ::: ultralytics.nn.modules.transformer.DeformableTransformerDecoderLayer
+
+<br><br>
+
+## ::: ultralytics.nn.modules.transformer.DeformableTransformerDecoder
+
+<br><br>

docs/en/reference/nn/modules/utils.md

+---
+description: Explore Ultralytics neural network utils, such as bias_init_with_prob, inverse_sigmoid and multi_scale_deformable_attn_pytorch functions.
+keywords: Ultralytics, neural network, nn.modules.utils, bias_init_with_prob, inverse_sigmoid, multi_scale_deformable_attn_pytorch
+---
+
+# Reference for `ultralytics/nn/modules/utils.py`
+
+!!! Note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/utils.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/nn/modules/utils.py) 🛠️. Thank you 🙏!
+
+<br><br>
+
+## ::: ultralytics.nn.modules.utils._get_clones
+
+<br><br>
+
+## ::: ultralytics.nn.modules.utils.bias_init_with_prob
+
+<br><br>
+
+## ::: ultralytics.nn.modules.utils.linear_init
+
+<br><br>
+
+## ::: ultralytics.nn.modules.utils.inverse_sigmoid
+
+<br><br>
+
+## ::: ultralytics.nn.modules.utils.multi_scale_deformable_attn_pytorch
+
+<br><br>

docs/en/reference/nn/tasks.md

+---
+description: Dive into the intricacies of YOLO tasks.py. Learn about DetectionModel, PoseModel and more for powerful AI development.
+keywords: Ultralytics, YOLO, nn tasks, DetectionModel, PoseModel, RTDETRDetectionModel, model weights, parse model, AI development
+---
+
+# Reference for `ultralytics/nn/tasks.py`
+
+!!! Note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/tasks.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/tasks.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/nn/tasks.py) 🛠️. Thank you 🙏!
+
+<br><br>
+
+## ::: ultralytics.nn.tasks.BaseModel
+
+<br><br>
+
+## ::: ultralytics.nn.tasks.DetectionModel
+
+<br><br>
+
+## ::: ultralytics.nn.tasks.OBBModel
+
+<br><br>
+
+## ::: ultralytics.nn.tasks.SegmentationModel
+
+<br><br>
+
+## ::: ultralytics.nn.tasks.PoseModel
+
+<br><br>
+
+## ::: ultralytics.nn.tasks.ClassificationModel
+
+<br><br>
+
+## ::: ultralytics.nn.tasks.RTDETRDetectionModel
+
+<br><br>
+
+## ::: ultralytics.nn.tasks.WorldModel
+
+<br><br>
+
+## ::: ultralytics.nn.tasks.Ensemble
+
+<br><br>
+
+## ::: ultralytics.nn.tasks.temporary_modules
+
+<br><br>
+
+## ::: ultralytics.nn.tasks.torch_safe_load
+
+<br><br>
+
+## ::: ultralytics.nn.tasks.attempt_load_weights
+
+<br><br>
+
+## ::: ultralytics.nn.tasks.attempt_load_one_weight
+
+<br><br>
+
+## ::: ultralytics.nn.tasks.parse_model
+
+<br><br>
+
+## ::: ultralytics.nn.tasks.yaml_model_load
+
+<br><br>
+
+## ::: ultralytics.nn.tasks.guess_model_scale
+
+<br><br>
+
+## ::: ultralytics.nn.tasks.guess_model_task
+
+<br><br>

docs/en/reference/solutions/ai_gym.md

+---
+description: Explore Ultralytics YOLO's advanced AI Gym feature for real-time pose estimation and gym exercise tracking using cutting-edge machine learning technology.
+keywords: Ultralytics, YOLO, AI Gym, pose estimation, real-time tracking, machine learning, exercise counting, AI fitness, computer vision, gym workout analysis, YOLOv8, artificial intelligence, fitness technology
+---
+
+# 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 🙏!
+
+<br><br>
+
+## ::: ultralytics.solutions.ai_gym.AIGym
+
+<br><br>

docs/en/reference/solutions/distance_calculation.md

+---
+description: Explore Ultralytics YOLO's distance calculation feature designed for advance analytics, providing an immediate, impactful way to interpret computer vision data.
+keywords: Ultralytics, YOLO, distance calculation, object tracking, data visualization, real-time tracking, machine learning, object counting, computer vision, vehicle analytics, YOLOv8, artificial intelligence
+---
+
+# 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><br>
+
+## ::: ultralytics.solutions.distance_calculation.DistanceCalculation
+
+<br><br>

docs/en/reference/solutions/heatmap.md

+---
+description: Explore Ultralytics YOLO's advanced Heatmaps feature designed to highlight areas of interest, providing an immediate, impactful way to interpret spatial information.
+keywords: Ultralytics, YOLO, heatmaps, object tracking, data visualization, real-time tracking, machine learning, object counting, computer vision, retail analytics, YOLOv8, artificial intelligence
+---
+
+# 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><br>
+
+## ::: ultralytics.solutions.heatmap.Heatmap
+
+<br><br>

docs/en/reference/solutions/object_counter.md

+---
+description: Transform object tracking with Ultralytics YOLO Object Counter featuring cutting-edge technology for precise real-time counting in video streams.
+keywords: Ultralytics YOLO, object tracking software, real-time counting solutions, video stream analysis, YOLOv8 object detection, AI surveillance, smart counting technology, computer vision, AI-powered tracking, object counting accuracy, video analytics tools, automated monitoring.
+---
+
+# 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><br>
+
+## ::: ultralytics.solutions.object_counter.ObjectCounter
+
+<br><br>

docs/en/reference/solutions/speed_estimation.md

+---
+description: Transform speed estimation with Ultralytics YOLO speed estimation featuring cutting-edge technology for precise real-time counting in video streams.
+keywords: Ultralytics YOLO, speed estimation software, real-time vehicle tracking solutions, video stream analysis, YOLOv8 object detection, smart counting technology, computer vision, AI-powered tracking, video analytics tools, automated monitoring.
+---
+
+# 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><br>
+
+## ::: ultralytics.solutions.speed_estimation.SpeedEstimator
+
+<br><br>

docs/en/reference/trackers/basetrack.md

+---
+description: Get familiar with TrackState in Ultralytics. Learn how it is used in the BaseTrack of the Ultralytics tracker for enhanced functionality.
+keywords: Ultralytics, TrackState, BaseTrack, Ultralytics tracker, Ultralytics documentation
+---
+
+# Reference for `ultralytics/trackers/basetrack.py`
+
+!!! Note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/basetrack.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/basetrack.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/trackers/basetrack.py) 🛠️. Thank you 🙏!
+
+<br><br>
+
+## ::: ultralytics.trackers.basetrack.TrackState
+
+<br><br>
+
+## ::: ultralytics.trackers.basetrack.BaseTrack
+
+<br><br>

docs/en/reference/trackers/bot_sort.md

+---
+description: Master the use of Ultralytics BOTrack, a key component of the powerful Ultralytics tracking system. Learn to integrate and use BOTSORT in your projects.
+keywords: Ultralytics, BOTSORT, BOTrack, tracking system, official documentation, machine learning, AI tracking
+---
+
+# Reference for `ultralytics/trackers/bot_sort.py`
+
+!!! Note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/bot_sort.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/bot_sort.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/trackers/bot_sort.py) 🛠️. Thank you 🙏!
+
+<br><br>
+
+## ::: ultralytics.trackers.bot_sort.BOTrack
+
+<br><br>
+
+## ::: ultralytics.trackers.bot_sort.BOTSORT
+
+<br><br>