diff --git a/.github/workflows/docker.yml b/.github/workflows/docker.yml index fcce55074c..74ccef92f6 100644 --- a/.github/workflows/docker.yml +++ b/.github/workflows/docker.yml @@ -230,7 +230,7 @@ jobs: run: | # Create array of all images to push (base + derivatives) images_to_push=("${{ matrix.tags }}") - + # Add derivative images to array derivatives='${{ matrix.derivatives }}' if [[ -n "$derivatives" ]]; then @@ -240,7 +240,7 @@ jobs: images_to_push+=("$derivative_tag") done fi - + # Push all images (base + derivatives) for tag in "${images_to_push[@]}"; do docker push "ultralytics/ultralytics:$tag" diff --git a/README.md b/README.md index c6ba811393..65a3f21e2d 100644 --- a/README.md +++ b/README.md @@ -57,7 +57,7 @@ See below for quickstart installation and usage examples. For comprehensive guid Install the `ultralytics` package, including all [requirements](https://github.com/ultralytics/ultralytics/blob/main/pyproject.toml), in a [**Python>=3.8**](https://www.python.org/) environment with [**PyTorch>=1.8**](https://pytorch.org/get-started/locally/). -[![PyPI - Version](https://img.shields.io/pypi/v/ultralytics?logo=pypi&logoColor=white)](https://pypi.org/project/ultralytics/) [![Ultralytics Downloads](https://static.pepy.tech/badge/ultralytics)](https://www.pepy.tech/projects/ultralytics) [![PyPI - Python Version](https://img.shields.io/pypi/pyversions/ultralytics?logo=python&logoColor=gold)](https://pypi.org/project/ultralytics/) +[![PyPI - Version](https://img.shields.io/pypi/v/ultralytics?logo=pypi&logoColor=white)](https://pypi.org/project/ultralytics/) [![Ultralytics Downloads](https://static.pepy.tech/badge/ultralytics)](https://clickpy.clickhouse.com/dashboard/ultralytics) [![PyPI - Python Version](https://img.shields.io/pypi/pyversions/ultralytics?logo=python&logoColor=gold)](https://pypi.org/project/ultralytics/) ```bash pip install ultralytics diff --git a/README.zh-CN.md b/README.zh-CN.md index 2cd17f7f7b..e178c936c5 100644 --- a/README.zh-CN.md +++ b/README.zh-CN.md @@ -57,7 +57,7 @@ 在 [**Python>=3.8**](https://www.python.org/) 环境中安装 `ultralytics` 包，包括所有[依赖项](https://github.com/ultralytics/ultralytics/blob/main/pyproject.toml)，并确保 [**PyTorch>=1.8**](https://pytorch.org/get-started/locally/)。 -[![PyPI - Version](https://img.shields.io/pypi/v/ultralytics?logo=pypi&logoColor=white)](https://pypi.org/project/ultralytics/) [![Ultralytics Downloads](https://static.pepy.tech/badge/ultralytics)](https://www.pepy.tech/projects/ultralytics) [![PyPI - Python Version](https://img.shields.io/pypi/pyversions/ultralytics?logo=python&logoColor=gold)](https://pypi.org/project/ultralytics/) +[![PyPI - Version](https://img.shields.io/pypi/v/ultralytics?logo=pypi&logoColor=white)](https://pypi.org/project/ultralytics/) [![Ultralytics Downloads](https://static.pepy.tech/badge/ultralytics)](https://clickpy.clickhouse.com/dashboard/ultralytics) [![PyPI - Python Version](https://img.shields.io/pypi/pyversions/ultralytics?logo=python&logoColor=gold)](https://pypi.org/project/ultralytics/) ```bash pip install ultralytics diff --git a/docs/README.md b/docs/README.md index 98829dd110..8aa5917926 100644 --- a/docs/README.md +++ b/docs/README.md @@ -14,7 +14,7 @@ Welcome to Ultralytics Docs, your comprehensive resource for understanding and u ## 🛠️ Installation [![PyPI - Version](https://img.shields.io/pypi/v/ultralytics?logo=pypi&logoColor=white)](https://pypi.org/project/ultralytics/) -[![Downloads](https://static.pepy.tech/badge/ultralytics)](https://www.pepy.tech/projects/ultralytics) +[![Downloads](https://static.pepy.tech/badge/ultralytics)](https://clickpy.clickhouse.com/dashboard/ultralytics) [![PyPI - Python Version](https://img.shields.io/pypi/pyversions/ultralytics?logo=python&logoColor=gold)](https://pypi.org/project/ultralytics/) To install the `ultralytics` package in developer mode, which allows you to modify the source code directly, ensure you have [Git](https://git-scm.com/) and [Python](https://www.python.org/) 3.9 or later installed on your system. Then, follow these steps: diff --git a/docs/en/guides/ros-quickstart.md b/docs/en/guides/ros-quickstart.md index 5df996b0cf..3a98250f2e 100644 --- a/docs/en/guides/ros-quickstart.md +++ b/docs/en/guides/ros-quickstart.md @@ -243,7 +243,7 @@ Using YOLO, it is possible to extract and combine information from both RGB and !!! warning "RGB-D Cameras" - When working with depth images, it is essential to ensure that the RGB and depth images are correctly aligned. RGB-D cameras, such as the [Intel RealSense](https://www.intelrealsense.com/) series, provide synchronized RGB and depth images, making it easier to combine information from both sources. If using separate RGB and depth cameras, it is crucial to calibrate them to ensure accurate alignment. + When working with depth images, it is essential to ensure that the RGB and depth images are correctly aligned. RGB-D cameras, such as the [Intel RealSense](https://realsenseai.com/) series, provide synchronized RGB and depth images, making it easier to combine information from both sources. If using separate RGB and depth cameras, it is crucial to calibrate them to ensure accurate alignment. #### Depth Step-by-Step Usage diff --git a/docs/en/integrations/sony-imx500.md b/docs/en/integrations/sony-imx500.md index 55ccc52a5e..8730922032 100644 --- a/docs/en/integrations/sony-imx500.md +++ b/docs/en/integrations/sony-imx500.md @@ -322,7 +322,7 @@ YOLOv8n, YOLO11n, YOLOv8n-pose and YOLO11n-pose benchmarks below were run by the ### Sony Model Compression Toolkit (MCT) -[Sony's Model Compression Toolkit (MCT)](https://github.com/sony/model_optimization) is a powerful tool for optimizing deep learning models through quantization and pruning. It supports various quantization methods and provides advanced algorithms to reduce model size and computational complexity without significantly sacrificing accuracy. MCT is particularly useful for deploying models on resource-constrained devices, ensuring efficient inference and reduced latency. +[Sony's Model Compression Toolkit (MCT)](https://github.com/SonySemiconductorSolutions/mct-model-optimization) is a powerful tool for optimizing deep learning models through quantization and pruning. It supports various quantization methods and provides advanced algorithms to reduce model size and computational complexity without significantly sacrificing accuracy. MCT is particularly useful for deploying models on resource-constrained devices, ensuring efficient inference and reduced latency. ### Supported Features of MCT diff --git a/docs/en/quickstart.md b/docs/en/quickstart.md index fad36132b7..623723ebea 100644 --- a/docs/en/quickstart.md +++ b/docs/en/quickstart.md @@ -28,7 +28,7 @@ Ultralytics offers a variety of installation methods, including pip, conda, and Install or update the `ultralytics` package using pip by running `pip install -U ultralytics`. For more details on the `ultralytics` package, visit the [Python Package Index (PyPI)](https://pypi.org/project/ultralytics/). [![PyPI - Version](https://img.shields.io/pypi/v/ultralytics?logo=pypi&logoColor=white)](https://pypi.org/project/ultralytics/) - [![Downloads](https://static.pepy.tech/badge/ultralytics)](https://www.pepy.tech/projects/ultralytics) + [![Downloads](https://static.pepy.tech/badge/ultralytics)](https://clickpy.clickhouse.com/dashboard/ultralytics) ```bash # Install the ultralytics package from PyPI diff --git a/docs/en/tasks/classify.md b/docs/en/tasks/classify.md index a5dfd10467..439d48d129 100644 --- a/docs/en/tasks/classify.md +++ b/docs/en/tasks/classify.md @@ -74,7 +74,7 @@ Train YOLO11n-cls on the MNIST160 dataset for 100 [epochs](https://www.ultralyti !!! tip - Ultralytics YOLO classification uses [`torchvision.transforms.RandomResizedCrop`](https://pytorch.org/vision/stable/generated/torchvision.transforms.RandomResizedCrop.html) for training and [`torchvision.transforms.CenterCrop`](https://pytorch.org/vision/stable/generated/torchvision.transforms.CenterCrop.html) for validation and inference. + Ultralytics YOLO classification uses [`torchvision.transforms.RandomResizedCrop`](https://docs.pytorch.org/vision/stable/generated/torchvision.transforms.RandomResizedCrop.html) for training and [`torchvision.transforms.CenterCrop`](https://docs.pytorch.org/vision/stable/generated/torchvision.transforms.CenterCrop.html) for validation and inference. These cropping-based transforms assume square inputs and may inadvertently crop out important regions from images with extreme aspect ratios, potentially causing loss of critical visual information during training. To preserve the full image while maintaining its proportions, consider using [`torchvision.transforms.Resize`](https://docs.pytorch.org/vision/stable/generated/torchvision.transforms.Resize.html) instead of cropping transforms. diff --git a/docs/mkdocs_github_authors.yaml b/docs/mkdocs_github_authors.yaml index 32172d3a61..5b70a79217 100644 --- a/docs/mkdocs_github_authors.yaml +++ b/docs/mkdocs_github_authors.yaml @@ -199,6 +199,9 @@ not.committed.yet: olivier@mg-crea.com: avatar: https://avatars.githubusercontent.com/u/108273?v=4 username: mgcrea +onuralp@ultralytics.com: + avatar: null + username: null plashchynski@gmail.com: avatar: https://avatars.githubusercontent.com/u/30833?v=4 username: plashchynski diff --git a/examples/heatmaps.ipynb b/examples/heatmaps.ipynb index 7f4a356f49..7bb5263898 100644 --- a/examples/heatmaps.ipynb +++ b/examples/heatmaps.ipynb @@ -38,7 +38,7 @@ "\n", "pip install `ultralytics` and [dependencies](https://github.com/ultralytics/ultralytics/blob/main/pyproject.toml) and check software and hardware.\n", "\n", - "[![PyPI - Version](https://img.shields.io/pypi/v/ultralytics?logo=pypi&logoColor=white)](https://pypi.org/project/ultralytics/) [![Downloads](https://static.pepy.tech/badge/ultralytics)](https://www.pepy.tech/projects/ultralytics) [![PyPI - Python Version](https://img.shields.io/pypi/pyversions/ultralytics?logo=python&logoColor=gold)](https://pypi.org/project/ultralytics/)" + "[![PyPI - Version](https://img.shields.io/pypi/v/ultralytics?logo=pypi&logoColor=white)](https://pypi.org/project/ultralytics/) [![Downloads](https://static.pepy.tech/badge/ultralytics)](https://clickpy.clickhouse.com/dashboard/ultralytics) [![PyPI - Python Version](https://img.shields.io/pypi/pyversions/ultralytics?logo=python&logoColor=gold)](https://pypi.org/project/ultralytics/)" ] }, { diff --git a/examples/hub.ipynb b/examples/hub.ipynb index 951617646f..2ac38670dc 100644 --- a/examples/hub.ipynb +++ b/examples/hub.ipynb @@ -36,7 +36,7 @@ "\n", "pip install `ultralytics` and [dependencies](https://github.com/ultralytics/ultralytics/blob/main/pyproject.toml) and check software and hardware.\n", "\n", - "[![PyPI - Version](https://img.shields.io/pypi/v/ultralytics?logo=pypi&logoColor=white)](https://pypi.org/project/ultralytics/) [![Downloads](https://static.pepy.tech/badge/ultralytics)](https://www.pepy.tech/projects/ultralytics) [![PyPI - Python Version](https://img.shields.io/pypi/pyversions/ultralytics?logo=python&logoColor=gold)](https://pypi.org/project/ultralytics/)" + "[![PyPI - Version](https://img.shields.io/pypi/v/ultralytics?logo=pypi&logoColor=white)](https://pypi.org/project/ultralytics/) [![Downloads](https://static.pepy.tech/badge/ultralytics)](https://clickpy.clickhouse.com/dashboard/ultralytics) [![PyPI - Python Version](https://img.shields.io/pypi/pyversions/ultralytics?logo=python&logoColor=gold)](https://pypi.org/project/ultralytics/)" ] }, { diff --git a/examples/object_counting.ipynb b/examples/object_counting.ipynb index 7a6d02fc31..3e0107c5b4 100644 --- a/examples/object_counting.ipynb +++ b/examples/object_counting.ipynb @@ -38,7 +38,7 @@ "\n", "pip install `ultralytics` and [dependencies](https://github.com/ultralytics/ultralytics/blob/main/pyproject.toml) and check software and hardware.\n", "\n", - "[![PyPI - Version](https://img.shields.io/pypi/v/ultralytics?logo=pypi&logoColor=white)](https://pypi.org/project/ultralytics/) [![Downloads](https://static.pepy.tech/badge/ultralytics)](https://www.pepy.tech/projects/ultralytics) [![PyPI - Python Version](https://img.shields.io/pypi/pyversions/ultralytics?logo=python&logoColor=gold)](https://pypi.org/project/ultralytics/)" + "[![PyPI - Version](https://img.shields.io/pypi/v/ultralytics?logo=pypi&logoColor=white)](https://pypi.org/project/ultralytics/) [![Downloads](https://static.pepy.tech/badge/ultralytics)](https://clickpy.clickhouse.com/dashboard/ultralytics) [![PyPI - Python Version](https://img.shields.io/pypi/pyversions/ultralytics?logo=python&logoColor=gold)](https://pypi.org/project/ultralytics/)" ] }, { diff --git a/examples/object_tracking.ipynb b/examples/object_tracking.ipynb index 0e2e70a4a3..8051e767a6 100644 --- a/examples/object_tracking.ipynb +++ b/examples/object_tracking.ipynb @@ -38,7 +38,7 @@ "\n", "pip install `ultralytics` and [dependencies](https://github.com/ultralytics/ultralytics/blob/main/pyproject.toml) and check software and hardware.\n", "\n", - "[![PyPI - Version](https://img.shields.io/pypi/v/ultralytics?logo=pypi&logoColor=white)](https://pypi.org/project/ultralytics/) [![Downloads](https://static.pepy.tech/badge/ultralytics)](https://www.pepy.tech/projects/ultralytics) [![PyPI - Python Version](https://img.shields.io/pypi/pyversions/ultralytics?logo=python&logoColor=gold)](https://pypi.org/project/ultralytics/)" + "[![PyPI - Version](https://img.shields.io/pypi/v/ultralytics?logo=pypi&logoColor=white)](https://pypi.org/project/ultralytics/) [![Downloads](https://static.pepy.tech/badge/ultralytics)](https://clickpy.clickhouse.com/dashboard/ultralytics) [![PyPI - Python Version](https://img.shields.io/pypi/pyversions/ultralytics?logo=python&logoColor=gold)](https://pypi.org/project/ultralytics/)" ] }, { diff --git a/examples/tutorial.ipynb b/examples/tutorial.ipynb index cdc4650f9f..171f11bee0 100644 --- a/examples/tutorial.ipynb +++ b/examples/tutorial.ipynb @@ -69,7 +69,7 @@ "\n", "pip install `ultralytics` and [dependencies](https://github.com/ultralytics/ultralytics/blob/main/pyproject.toml) and check software and hardware.\n", "\n", - "[![PyPI - Version](https://img.shields.io/pypi/v/ultralytics?logo=pypi&logoColor=white)](https://pypi.org/project/ultralytics/) [![Downloads](https://static.pepy.tech/badge/ultralytics)](https://www.pepy.tech/projects/ultralytics) [![PyPI - Python Version](https://img.shields.io/pypi/pyversions/ultralytics?logo=python&logoColor=gold)](https://pypi.org/project/ultralytics/)" + "[![PyPI - Version](https://img.shields.io/pypi/v/ultralytics?logo=pypi&logoColor=white)](https://pypi.org/project/ultralytics/) [![Downloads](https://static.pepy.tech/badge/ultralytics)](https://clickpy.clickhouse.com/dashboard/ultralytics) [![PyPI - Python Version](https://img.shields.io/pypi/pyversions/ultralytics?logo=python&logoColor=gold)](https://pypi.org/project/ultralytics/)" ] }, {