ultralytics · glenn-jocher · Jan 27, 2025 · Jan 27, 2025 · Jan 27, 2025
diff --git a/docs/en/compare/damo-yolo-vs-efficientdet.md b/docs/en/compare/damo-yolo-vs-efficientdet.md
@@ -1,7 +1,7 @@
 ---
 comments: true
-description: Technical comparison of DAMO-YOLO and EfficientDet object detection models, focusing on architecture, performance, and use cases.
-keywords: DAMO-YOLO, EfficientDet, object detection, model comparison, computer vision, mAP, inference speed, model size
+description: Explore a detailed technical comparison of DAMO-YOLO and EfficientDet, focusing on performance, architecture, and use cases for object detection tasks.
+keywords: DAMO-YOLO,EfficientDet,object detection,model comparison,computer vision,real-time detection,performance metrics,TensorRT,YOLO
 ---
 
 # DAMO-YOLO vs EfficientDet: A Technical Comparison

diff --git a/docs/en/compare/damo-yolo-vs-pp-yoloe.md b/docs/en/compare/damo-yolo-vs-pp-yoloe.md
@@ -1,7 +1,7 @@
 ---
 comments: true
-description: Technical comparison between DAMO-YOLO and PP-YOLOE+ computer vision models for object detection, highlighting architecture, performance, and use cases.
-keywords: DAMO-YOLO, PP-YOLOE+, object detection, computer vision, model comparison, Ultralytics, YOLO
+description: Compare DAMO-YOLO and PP-YOLOE+ object detection models. Explore performance, accuracy, and suitability for real-time and high-precision use cases.
+keywords: DAMO-YOLO, PP-YOLOE+, object detection, model comparison, computer vision, YOLO models, real-time inference, high-accuracy models, edge computing
 ---
 
 # DAMO-YOLO vs PP-YOLOE+: A Technical Comparison

diff --git a/docs/en/compare/damo-yolo-vs-rtdetr.md b/docs/en/compare/damo-yolo-vs-rtdetr.md
@@ -1,7 +1,7 @@
 ---
 comments: true
-description: Technical comparison of DAMO-YOLO and RTDETRv2 object detection models, including architecture, performance, and use cases.
-keywords: DAMO-YOLO, RTDETRv2, object detection, model comparison, computer vision, Ultralytics, YOLO
+description: Compare DAMO-YOLO and RTDETRv2 for object detection. Learn about their performance, strengths, weaknesses, and best use cases for your vision tasks.
+keywords: DAMO-YOLO, RTDETRv2, object detection, Vision Transformer, real-time detection, YOLO models, computer vision, model comparison, machine learning
 ---
 
 # Model Comparison: DAMO-YOLO vs RTDETRv2 for Object Detection

diff --git a/docs/en/compare/damo-yolo-vs-yolo11.md b/docs/en/compare/damo-yolo-vs-yolo11.md
@@ -1,7 +1,7 @@
 ---
 comments: true
-description: Technical comparison of DAMO-YOLO and YOLO11 computer vision models, focusing on architecture, performance, and use cases for object detection.
-keywords: DAMO-YOLO, YOLO11, object detection, model comparison, computer vision, Ultralytics
+description: Compare DAMO-YOLO and YOLO11 in object detection. Explore performance, accuracy, use cases, and architectural differences to choose the best model.
+keywords: DAMO-YOLO, YOLO11, object detection, model comparison, computer vision, Ultralytics YOLO, DAMO Academy, accuracy, performance benchmarking, real-time AI
 ---
 
 # DAMO-YOLO vs YOLO11: A Detailed Comparison

diff --git a/docs/en/compare/damo-yolo-vs-yolov10.md b/docs/en/compare/damo-yolo-vs-yolov10.md
@@ -1,7 +1,7 @@
 ---
 comments: true
-description: Technical comparison of DAMO-YOLO and YOLOv10 object detection models, focusing on architecture, performance, and use cases.
-keywords: DAMO-YOLO, YOLOv10, object detection, model comparison, computer vision, Ultralytics
+description: Compare DAMO-YOLO and YOLOv10 models in accuracy, speed, and efficiency. Discover their strengths, weaknesses, and use cases in object detection.
+keywords: DAMO-YOLO, YOLOv10, Ultralytics, object detection, model comparison, AI benchmarks, deep learning, computer vision, mAP, inference speed
 ---
 
 # DAMO-YOLO vs YOLOv10: A Technical Comparison

diff --git a/docs/en/compare/damo-yolo-vs-yolov5.md b/docs/en/compare/damo-yolo-vs-yolov5.md
@@ -1,7 +1,7 @@
 ---
 comments: true
-description: Technical comparison of DAMO-YOLO and YOLOv5 object detection models, focusing on architecture, performance, and use cases.
-keywords: DAMO-YOLO, YOLOv5, object detection, computer vision, model comparison, mAP, inference speed, model size, Ultralytics
+description: Discover the strengths, weaknesses, and performance metrics of DAMO-YOLO and YOLOv5 in this comprehensive comparison for object detection models.
+keywords: DAMO-YOLO, YOLOv5, object detection, model comparison, accuracy, inference speed, anchor-free, anchor-based, Ultralytics, real-time applications
 ---
 
 # DAMO-YOLO vs YOLOv5: A Technical Comparison for Object Detection

diff --git a/docs/en/compare/damo-yolo-vs-yolov6.md b/docs/en/compare/damo-yolo-vs-yolov6.md
@@ -1,7 +1,7 @@
 ---
 comments: true
-description: Technical comparison of DAMO-YOLO and YOLOv6-3.0 object detection models, including architecture, performance, and use cases.
-keywords: DAMO-YOLO, YOLOv6-3.0, object detection, model comparison, computer vision, Ultralytics
+description: Explore the technical comparison of DAMO-YOLO and YOLOv6-3.0, analyzing accuracy, speed, architecture, and use cases in real-time object detection.
+keywords: DAMO-YOLO, YOLOv6-3.0, object detection, model comparison, real-time AI, computer vision, Ultralytics, efficiency, accuracy
 ---
 
 # DAMO-YOLO vs YOLOv6-3.0: A Technical Comparison

diff --git a/docs/en/compare/damo-yolo-vs-yolov7.md b/docs/en/compare/damo-yolo-vs-yolov7.md
@@ -1,7 +1,7 @@
 ---
 comments: true
-description: Technical comparison between DAMO-YOLO and YOLOv7 object detection models, highlighting architecture, performance, and use cases.
-keywords: DAMO-YOLO, YOLOv7, object detection, model comparison, computer vision, Ultralytics
+description: Discover the key differences between DAMO-YOLO and YOLOv7, comparing accuracy, speed, architecture, and performance for optimal object detection.
+keywords: DAMO-YOLO, YOLOv7, object detection models, YOLO family, computer vision, model comparison, real-time detection, deep learning, Ultralytics
 ---
 
 # DAMO-YOLO vs YOLOv7: A Technical Comparison

diff --git a/docs/en/compare/damo-yolo-vs-yolov8.md b/docs/en/compare/damo-yolo-vs-yolov8.md
@@ -1,7 +1,7 @@
 ---
 comments: true
-description: Technical comparison of DAMO-YOLO and YOLOv8 object detection models, including architecture, performance, and use cases.
-keywords: DAMO-YOLO, YOLOv8, object detection, model comparison, computer vision, Ultralytics
+description: Compare DAMO-YOLO and YOLOv8 in object detection, from performance and architecture to use cases. Discover the best model for your project.
+keywords: DAMO-YOLO, YOLOv8, object detection, model comparison, computer vision, AI models, YOLO series, DAMO Academy, Ultralytics, performance metrics
 ---
 
 # DAMO-YOLO vs YOLOv8: A Technical Comparison for Object Detection

diff --git a/docs/en/compare/damo-yolo-vs-yolov9.md b/docs/en/compare/damo-yolo-vs-yolov9.md
@@ -1,7 +1,7 @@
 ---
 comments: true
-description: Technical comparison of DAMO-YOLO and YOLOv9 object detection models, highlighting architecture, performance, and use cases.
-keywords: DAMO-YOLO, YOLOv9, object detection, computer vision, model comparison, Ultralytics
+description: Compare DAMO-YOLO and YOLOv9 on accuracy, speed, and use cases. Discover which object detection model best suits your computer vision needs.
+keywords: DAMO-YOLO, YOLOv9, object detection, model comparison, computer vision, deep learning, machine learning, real-time inference, Ultralytics
 ---
 
 # Model Comparison: DAMO-YOLO vs YOLOv9

diff --git a/docs/en/compare/damo-yolo-vs-yolox.md b/docs/en/compare/damo-yolo-vs-yolox.md
@@ -1,7 +1,7 @@
 ---
 comments: true
-description: Technical comparison of DAMO-YOLO and YOLOX object detection models, highlighting architecture, performance, and use cases.
-keywords: DAMO-YOLO, YOLOX, object detection, model comparison, computer vision, Ultralytics
+description: Detailed technical comparison of DAMO-YOLO and YOLOX models. Explore architectures, benchmarks, and performance to choose the best for your needs.
+keywords: DAMO-YOLO,YOLOX,object detection,computer vision,model comparison,AI models,machine learning,YOLO,benchmarks,inference speed,performance metrics
 ---
 
 # DAMO-YOLO vs YOLOX: A Detailed Technical Comparison for Object Detection

diff --git a/docs/en/compare/efficientdet-vs-damo-yolo.md b/docs/en/compare/efficientdet-vs-damo-yolo.md
@@ -1,7 +1,7 @@
 ---
 comments: true
-description: Technical comparison of EfficientDet and DAMO-YOLO object detection models, focusing on architecture, performance, and use cases.
-keywords: EfficientDet, DAMO-YOLO, object detection, model comparison, computer vision, Ultralytics
+description: Explore a detailed technical comparison of EfficientDet and DAMO-YOLO. Discover their architectures, performance metrics, and ideal use cases.
+keywords: EfficientDet, DAMO-YOLO, object detection, model comparison, computer vision, Ultralytics, mAP, inference speed, real-time detection
 ---
 
 # EfficientDet vs. DAMO-YOLO: A Technical Comparison for Object Detection

diff --git a/docs/en/compare/efficientdet-vs-pp-yoloe.md b/docs/en/compare/efficientdet-vs-pp-yoloe.md
@@ -1,7 +1,7 @@
 ---
 comments: true
-description: Technical comparison of EfficientDet and PP-YOLOE+ object detection models, focusing on architecture, performance, and use cases.
-keywords: EfficientDet, PP-YOLOE+, object detection, model comparison, computer vision, Ultralytics, YOLO
+description: Explore a detailed comparison of EfficientDet and PP-YOLOE+ object detection models. Learn their strengths, weaknesses, use cases, and performance metrics.
+keywords: EfficientDet, PP-YOLOE+, object detection, model comparison, EfficientDet vs PP-YOLOE+, computer vision, real-time detection, AI models, machine learning, Ultralytics
 ---
 
 # EfficientDet vs PP-YOLOE+: A Technical Comparison

diff --git a/docs/en/compare/efficientdet-vs-rtdetr.md b/docs/en/compare/efficientdet-vs-rtdetr.md
@@ -1,7 +1,7 @@
 ---
 comments: true
-description: Technical comparison page between EfficientDet and RTDETRv2 object detection models, focusing on architecture, performance, use cases, and metrics like mAP and inference speed.
-keywords: EfficientDet, RTDETRv2, object detection, model comparison, computer vision, Ultralytics, YOLO, mAP, inference speed, architecture, performance, use cases
+description: Compare EfficientDet and RTDETRv2 object detection models. Discover their strengths, weaknesses, and ideal use cases for optimal deployment.
+keywords: EfficientDet,RTDETRv2,object detection,model comparison,Ultralytics,Yolo,real-time detection,transformer models,EfficientNet,BiFPN
 ---
 
 # Model Comparison: EfficientDet vs RTDETRv2

diff --git a/docs/en/compare/efficientdet-vs-yolo11.md b/docs/en/compare/efficientdet-vs-yolo11.md
@@ -1,7 +1,7 @@
 ---
 comments: true
-description: Technical comparison of EfficientDet and YOLO11 object detection models, including architecture, performance, and use cases.
-keywords: EfficientDet, YOLO11, object detection, model comparison, computer vision, Ultralytics
+description: Explore a detailed comparison of EfficientDet and YOLO11 for object detection. Learn about their architecture, performance, and best use cases.
+keywords: EfficientDet, YOLO11, object detection, real-time detection, model comparison, machine learning, computer vision, deep learning, accuracy, speed, scalability
 ---
 
 # Model Comparison: EfficientDet vs YOLO11 for Object Detection

diff --git a/docs/en/compare/efficientdet-vs-yolov10.md b/docs/en/compare/efficientdet-vs-yolov10.md
@@ -1,7 +1,7 @@
 ---
 comments: true
-description: Technical comparison of EfficientDet and YOLOv10 object detection models, including architecture, performance, and use cases.
-keywords: EfficientDet, YOLOv10, object detection, computer vision, model comparison, Ultralytics
+description: Compare EfficientDet and YOLOv10 for object detection. Explore architectures, benchmarks, and use cases to choose the perfect model for your needs.
+keywords: EfficientDet, YOLOv10, object detection, model comparison, machine learning, real-time detection, computer vision, Ultralytics, efficiency, accuracy
 ---
 
 # EfficientDet vs YOLOv10: A Detailed Comparison

diff --git a/docs/en/compare/efficientdet-vs-yolov5.md b/docs/en/compare/efficientdet-vs-yolov5.md
@@ -1,7 +1,7 @@
 ---
 comments: true
-description: Technical comparison between EfficientDet and YOLOv5 object detection models, highlighting architecture, performance, and use cases.
-keywords: EfficientDet, YOLOv5, object detection, model comparison, computer vision, Ultralytics
+description: Compare EfficientDet and YOLOv5 for object detection. Explore their architectures, performance metrics, use cases, and choose the right model for your needs.
+keywords: EfficientDet, YOLOv5, object detection, comparison, model comparison, computer vision, EfficientNet, BiFPN, YOLO models, real-time detection, accuracy, performance metrics
 ---
 
 # EfficientDet vs YOLOv5: A Detailed Comparison for Object Detection

diff --git a/docs/en/compare/efficientdet-vs-yolov6.md b/docs/en/compare/efficientdet-vs-yolov6.md
@@ -1,7 +1,7 @@
 ---
 comments: true
-description: Technical comparison of EfficientDet and YOLOv6-3.0 object detection models, focusing on architecture, performance, and use cases.
-keywords: EfficientDet, YOLOv6-3.0, object detection, model comparison, computer vision, Ultralytics
+description: Discover key differences between EfficientDet and YOLOv6-3.0, including architecture, accuracy, speed, and use cases for optimized object detection.
+keywords: EfficientDet, YOLOv6, object detection, model comparison, computer vision, mAP, inference speed, real-time detection, EfficientDet vs YOLO, Ultralytics
 ---
 
 # EfficientDet vs YOLOv6-3.0: A Technical Comparison for Object Detection

diff --git a/docs/en/compare/efficientdet-vs-yolov7.md b/docs/en/compare/efficientdet-vs-yolov7.md
@@ -1,7 +1,7 @@
 ---
 comments: true
-description: Technical comparison between EfficientDet and YOLOv7 object detection models, highlighting architecture, performance, and use cases.
-keywords: EfficientDet, YOLOv7, object detection, model comparison, Ultralytics, computer vision, deep learning, mAP, inference speed, model size
+description: Compare EfficientDet and YOLOv7 object detection models. Explore accuracy, speed, performance, and best use cases to choose the right model for your project.
+keywords: EfficientDet, YOLOv7, object detection, model comparison, EfficientDet vs YOLOv7, computer vision, real-time detection, accuracy, speed, neural networks
 ---
 
 # Model Comparison: EfficientDet vs YOLOv7 for Object Detection

diff --git a/docs/en/compare/efficientdet-vs-yolov8.md b/docs/en/compare/efficientdet-vs-yolov8.md
@@ -1,7 +1,7 @@
 ---
 comments: true
-description: Technical comparison of EfficientDet and YOLOv8 object detection models, including architecture, performance, use cases, mAP, inference speed, and model size.
-keywords: EfficientDet, YOLOv8, object detection, model comparison, computer vision, Ultralytics, mAP, inference speed, model size, architecture, use cases
+description: Compare EfficientDet and YOLOv8 for object detection. Explore their strengths, weaknesses, performance metrics, and use cases in computer vision.
+keywords: EfficientDet, YOLOv8, object detection, model comparison, computer vision, real-time detection, performance metrics, Ultralytics, EfficientDet vs YOLOv8
 ---
 
 # EfficientDet vs YOLOv8: A Detailed Comparison

diff --git a/docs/en/compare/efficientdet-vs-yolov9.md b/docs/en/compare/efficientdet-vs-yolov9.md
@@ -1,7 +1,7 @@
 ---
 comments: true
-description: Technical comparison of EfficientDet and YOLOv9 object detection models, including architecture, performance, and use cases.
-keywords: EfficientDet, YOLOv9, object detection, model comparison, computer vision, Ultralytics
+description: Compare EfficientDet and YOLOv9 object detection models by Ultralytics. Review architecture, performance, and use cases to choose the best solution.
+keywords: EfficientDet, YOLOv9, model comparison, object detection, computer vision, AI, Ultralytics, efficiency, performance, real-time detection
 ---
 
 # Model Comparison: EfficientDet vs YOLOv9

diff --git a/docs/en/compare/efficientdet-vs-yolox.md b/docs/en/compare/efficientdet-vs-yolox.md
@@ -1,7 +1,7 @@
 ---
 comments: true
-description: Technical comparison of EfficientDet and YOLOX object detection models, including architecture, performance metrics, and use cases.
-keywords: EfficientDet, YOLOX, object detection, computer vision, model comparison, mAP, inference speed, model size, Ultralytics
+description: Discover the key differences between EfficientDet and YOLOX for object detection. Learn about their architectures, performance, and best use cases.
+keywords: EfficientDet, YOLOX, object detection, machine learning, model comparison, real-time AI, computer vision, scalability, inference speed
 ---
 
 # EfficientDet vs YOLOX: A Technical Comparison for Object Detection

diff --git a/docs/en/compare/pp-yoloe-vs-damo-yolo.md b/docs/en/compare/pp-yoloe-vs-damo-yolo.md
@@ -1,7 +1,7 @@
 ---
 comments: true
-description: Technical comparison of PP-YOLOE+ and DAMO-YOLO computer vision models, focusing on architecture, performance, and use cases.
-keywords: PP-YOLOE+, DAMO-YOLO, object detection, model comparison, computer vision, Ultralytics, YOLO
+description: Compare PP-YOLOE+ and DAMO-YOLO for object detection. Explore their performance, architecture, and use cases to find the ideal model for your needs.
+keywords: PP-YOLOE+, DAMO-YOLO, object detection, model comparison, computer vision, PaddlePaddle, Alibaba, deep learning, machine learning
 ---
 
 # Model Comparison: PP-YOLOE+ vs DAMO-YOLO for Object Detection

diff --git a/docs/en/compare/pp-yoloe-vs-efficientdet.md b/docs/en/compare/pp-yoloe-vs-efficientdet.md
@@ -1,7 +1,7 @@
 ---
 comments: true
-description: Technical comparison of PP-YOLOE+ and EfficientDet object detection models, including architecture, performance, use cases, mAP, and inference speed.
-keywords: PP-YOLOE+, EfficientDet, object detection, model comparison, computer vision, AI, Ultralytics
+description: Compare PP-YOLOE+ and EfficientDet on architecture, performance, and applications. Find the best model for your object detection needs.
+keywords: PP-YOLOE+, EfficientDet, object detection, model comparison, computer vision, YOLO, EfficientNet, architecture analysis
 ---
 
 # PP-YOLOE+ vs EfficientDet: A Technical Comparison

diff --git a/docs/en/compare/pp-yoloe-vs-rtdetr.md b/docs/en/compare/pp-yoloe-vs-rtdetr.md
@@ -1,7 +1,7 @@
 ---
 comments: true
-description: Technical comparison of PP-YOLOE+ and RTDETRv2 object detection models, focusing on architecture, performance, and use cases.
-keywords: PP-YOLOE+, RTDETRv2, YOLO, object detection, computer vision, model comparison, Ultralytics
+description: Dive into a detailed comparison of PP-YOLOE+ and RTDETRv2 object detection models. Explore performance, architecture, and ideal use cases.
+keywords: PP-YOLOE+, RTDETRv2, model comparison, object detection, Vision Transformer, CNN, anchor-free detection, real-time detection, computer vision models
 ---
 
 # PP-YOLOE+ vs RTDETRv2: Model Comparison

diff --git a/docs/en/compare/pp-yoloe-vs-yolo11.md b/docs/en/compare/pp-yoloe-vs-yolo11.md
@@ -1,7 +1,7 @@
 ---
 comments: true
-description: Technical comparison of PP-YOLOE+ and YOLO11 object detection models, including architecture, performance, and use cases.
-keywords: PP-YOLOE+, YOLO11, object detection, computer vision, model comparison, Ultralytics, PaddlePaddle
+description: Compare PP-YOLOE+ and YOLO11 for object detection with detailed benchmarks, architecture insights, and use cases. Find the best model for your needs.
+keywords: PP-YOLOE+, YOLO11, object detection, model comparison, AI benchmarks, computer vision, YOLO models, Ultralytics, PaddlePaddle, neural networks
 ---
 
 # Model Comparison: PP-YOLOE+ vs YOLO11 for Object Detection

diff --git a/docs/en/compare/pp-yoloe-vs-yolov10.md b/docs/en/compare/pp-yoloe-vs-yolov10.md
@@ -1,7 +1,7 @@
 ---
 comments: true
-description: Technical comparison between PP-YOLOE+ and YOLOv10 object detection models, focusing on architecture, performance, and use cases.
-keywords: PP-YOLOE+, YOLOv10, object detection, computer vision, model comparison, Ultralytics, mAP, inference speed, model size
+description: Discover a detailed comparison between PP-YOLOE+ and YOLOv10, featuring performance metrics, strengths, and ideal use cases for top object detection models.
+keywords: PP-YOLOE+, YOLOv10, object detection, model comparison, computer vision, AI models, deep learning, inference speed, accuracy, edge deployment
 ---
 
 # PP-YOLOE+ vs YOLOv10: A Detailed Model Comparison

diff --git a/docs/en/compare/pp-yoloe-vs-yolov5.md b/docs/en/compare/pp-yoloe-vs-yolov5.md
@@ -1,7 +1,7 @@
 ---
 comments: true
-description: Technical comparison between PP-YOLOE+ and YOLOv5 object detection models, focusing on architecture, performance, and use cases.
-keywords: PP-YOLOE+, YOLOv5, object detection, model comparison, computer vision, Ultralytics
+description: Compare PP-YOLOE+ and YOLOv5, top object detection models. Learn about architecture, performance, and use cases to choose the right tool for your needs.
+keywords: PP-YOLOE+, YOLOv5, object detection, model comparison, computer vision, YOLO, AI tools, machine learning, deep learning, performance metrics
 ---
 
 # PP-YOLOE+ vs YOLOv5: A Detailed Comparison

diff --git a/docs/en/compare/pp-yoloe-vs-yolov6.md b/docs/en/compare/pp-yoloe-vs-yolov6.md
@@ -1,7 +1,7 @@
 ---
 comments: true
-description: Technical comparison of PP-YOLOE+ and YOLOv6-3.0 object detection models, focusing on architecture, performance, and use cases.
-keywords: PP-YOLOE+, YOLOv6-3.0, object detection, model comparison, computer vision, Ultralytics
+description: Compare PP-YOLOE+ and YOLOv6-3.0 for object detection. Explore architecture, performance, and use cases to select the ideal model for your needs.
+keywords: PP-YOLOE+, YOLOv6-3.0, object detection, model comparison, computer vision, AI models, inference speed, accuracy, industrial applications
 ---
 
 # PP-YOLOE+ vs YOLOv6-3.0: A Technical Comparison for Object Detection

diff --git a/docs/en/compare/pp-yoloe-vs-yolov7.md b/docs/en/compare/pp-yoloe-vs-yolov7.md
@@ -1,7 +1,7 @@
 ---
 comments: true
-description: Technical comparison of PP-YOLOE+ and YOLOv7 object detection models, highlighting architecture, performance, use cases, metrics like mAP, inference speed, and model size.
-keywords: PP-YOLOE+, YOLOv7, object detection, computer vision, model comparison, Ultralytics, AI models, performance metrics, architecture
+description: Explore the ultimate technical comparison of PP-YOLOE+ and YOLOv7. Discover their strengths, performance, and ideal use cases for object detection.
+keywords: PP-YOLOE+, YOLOv7, object detection, computer vision, model comparison, real-time detection, AI models, machine learning, Ultralytics, PaddleDetection
 ---
 
 # PP-YOLOE+ vs YOLOv7: A Technical Comparison