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|  | ||
| # Computer Vision Annotation Tool (CVAT) | ||
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| <a href="https://www.producthunt.com/posts/cvat-computer-vision-annotation-tool?utm_source=badge-featured&utm_medium=badge&utm_souce=badge-cvat-computer-vision-annotation-tool" target="_blank"><img src="https://api.producthunt.com/widgets/embed-image/v1/featured.svg?post_id=353415&theme=light" alt="CVAT – Computer Vision Annotation Tool - The open data annotation platform for AI | Product Hunt" style="width: 250px; height: 54px;" width="250" height="54" /></a> | ||
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| [![CI][ci-img]][ci-url] | ||
| [![Gitter chat][gitter-img]][gitter-url] | ||
| [![Coverage Status][coverage-img]][coverage-url] | ||
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@@ -33,21 +35,21 @@ Start using CVAT online for free: [cvat.ai](https://cvat.ai). Or set it up as a | |
| - [XML annotation format](https://cvat-ai.github.io/cvat/docs/manual/advanced/xml_format/) | ||
| - [AWS Deployment Guide](https://cvat-ai.github.io/cvat/docs/administration/basics/aws-deployment-guide/) | ||
| - [Frequently asked questions](https://cvat-ai.github.io/cvat/docs/faq/) | ||
| - [Questions](#questions) | ||
| - [Where to ask questions](#where-to-ask-questions) | ||
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| ## Partners ❤️ | ||
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| CVAT is used by teams all over the world. If you use us, please drop us a line at | ||
| [[email protected]](mailto:[email protected]) - and we'll add you to this list. | ||
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| - [ATLANTIS](https://github.com/smhassanerfani/atlantis) is an open-source dataset for semantic segmentation | ||
| of waterbody images, depevoped by [iWERS](http://ce.sc.edu/iwers/) group in the | ||
| of waterbody images, depeloped by [iWERS](http://ce.sc.edu/iwers/) group in the | ||
| Department of Civil and Environmental Engineering at University of South Carolina, is using CVAT. | ||
| For developing a semantic segmentation dataset using CVAT, please check | ||
| [ATLANTIS published article](https://www.sciencedirect.com/science/article/pii/S1364815222000391), | ||
| [ATLANTIS Development Kit](https://github.com/smhassanerfani/atlantis/tree/master/adk) | ||
| and [annotation tutorial videos](https://www.youtube.com/playlist?list=PLIfLGY-zZChS5trt7Lc3MfNhab7OWl2BR). | ||
| - [Onepanel](https://github.com/onepanelio/core) is an open source | ||
| - [Onepanel](https://github.com/onepanelio/core) is an open-source | ||
| vision AI platform that fully integrates CVAT with scalable data processing | ||
| and parallelized training pipelines. | ||
| - [DataIsKey](https://dataiskey.eu/annotation-tool/) uses CVAT as their prime data labeling tool | ||
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@@ -84,8 +86,8 @@ The images have been downloaded more than 1M times so far. | |
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| ## REST API | ||
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| CVAT has a REST API. Its current version is `2.0-alpha`. We focus on its | ||
| improvement and therefore REST API may be changed in the next release. | ||
| CVAT has a REST API: [documentation](https://cvat-ai.github.io/cvat/docs/administration/basics/rest_api_guide/). | ||
| Its current version is `2.0-alpha`. We focus on its improvement, and the API may be changed in the next releases. | ||
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| ## Screencasts 🎦 | ||
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@@ -115,26 +117,26 @@ For more information about supported formats, look at the | |
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| | Annotation format | Import | Export | | ||
| | --------------------------------------------------------------------------------------------------------- | ------ | ------ | | ||
| | [CVAT for images](https://cvat-ai.github.io/cvat/docs/manual/advanced/xml_format/#annotation) | X | X | | ||
| | [CVAT for a video](https://cvat-ai.github.io/cvat/docs/manual/advanced/xml_format/#interpolation) | X | X | | ||
| | [Datumaro](https://github.com/cvat-ai/datumaro) | | X | | ||
| | [PASCAL VOC](http://host.robots.ox.ac.uk/pascal/VOC/) | X | X | | ||
| | Segmentation masks from [PASCAL VOC](http://host.robots.ox.ac.uk/pascal/VOC/) | X | X | | ||
| | [YOLO](https://pjreddie.com/darknet/yolo/) | X | X | | ||
| | [MS COCO Object Detection](http://cocodataset.org/#format-data) | X | X | | ||
| | [TFrecord](https://www.tensorflow.org/tutorials/load_data/tfrecord) | X | X | | ||
| | [MOT](https://motchallenge.net/) | X | X | | ||
| | [LabelMe 3.0](http://labelme.csail.mit.edu/Release3.0) | X | X | | ||
| | [ImageNet](http://www.image-net.org) | X | X | | ||
| | [CamVid](http://mi.eng.cam.ac.uk/research/projects/VideoRec/CamVid/) | X | X | | ||
| | [WIDER Face](http://shuoyang1213.me/WIDERFACE/) | X | X | | ||
| | [VGGFace2](https://github.com/ox-vgg/vgg_face2) | X | X | | ||
| | [Market-1501](https://www.aitribune.com/dataset/2018051063) | X | X | | ||
| | [ICDAR13/15](https://rrc.cvc.uab.es/?ch=2) | X | X | | ||
| | [Open Images V6](https://storage.googleapis.com/openimages/web/index.html) | X | X | | ||
| | [Cityscapes](https://www.cityscapes-dataset.com/login/) | X | X | | ||
| | [KITTI](http://www.cvlibs.net/datasets/kitti/) | X | X | | ||
| | [LFW](http://vis-www.cs.umass.edu/lfw/) | X | X | | ||
| | [CVAT for images](https://cvat-ai.github.io/cvat/docs/manual/advanced/xml_format/#annotation) | ✔️ | ✔️ | | ||
| | [CVAT for a video](https://cvat-ai.github.io/cvat/docs/manual/advanced/xml_format/#interpolation) | ✔️ | ✔️ | | ||
| | [Datumaro](https://github.com/cvat-ai/datumaro) | | ✔️ | | ||
| | [PASCAL VOC](http://host.robots.ox.ac.uk/pascal/VOC/) | ✔️ | ✔️ | | ||
| | Segmentation masks from [PASCAL VOC](http://host.robots.ox.ac.uk/pascal/VOC/) | ✔️ | ✔️ | | ||
| | [YOLO](https://pjreddie.com/darknet/yolo/) | ✔️ | ✔️ | | ||
| | [MS COCO Object Detection](http://cocodataset.org/#format-data) | ✔️ | ✔️ | | ||
| | [TFrecord](https://www.tensorflow.org/tutorials/load_data/tfrecord) | ✔️ | ✔️ | | ||
| | [MOT](https://motchallenge.net/) | ✔️ | ✔️ | | ||
| | [LabelMe 3.0](http://labelme.csail.mit.edu/Release3.0) | ✔️ | ✔️ | | ||
| | [ImageNet](http://www.image-net.org) | ✔️ | ✔️ | | ||
| | [CamVid](http://mi.eng.cam.ac.uk/research/projects/VideoRec/CamVid/) | ✔️ | ✔️ | | ||
| | [WIDER Face](http://shuoyang1213.me/WIDERFACE/) | ✔️ | ✔️ | | ||
| | [VGGFace2](https://github.com/ox-vgg/vgg_face2) | ✔️ | ✔️ | | ||
| | [Market-1501](https://www.aitribune.com/dataset/2018051063) | ✔️ | ✔️ | | ||
| | [ICDAR13/15](https://rrc.cvc.uab.es/?ch=2) | ✔️ | ✔️ | | ||
| | [Open Images V6](https://storage.googleapis.com/openimages/web/index.html) | ✔️ | ✔️ | | ||
| | [Cityscapes](https://www.cityscapes-dataset.com/login/) | ✔️ | ✔️ | | ||
| | [KITTI](http://www.cvlibs.net/datasets/kitti/) | ✔️ | ✔️ | | ||
| | [LFW](http://vis-www.cs.umass.edu/lfw/) | ✔️ | ✔️ | | ||
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| <!--lint enable maximum-line-length--> | ||
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@@ -148,22 +150,22 @@ can be ran on: | |
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| | Name | Type | Framework | CPU | GPU | | ||
| | ------------------------------------------------------------------------------------------------------- | ---------- | ---------- | --- | --- | | ||
| | [Deep Extreme Cut](/serverless/openvino/dextr/nuclio) | interactor | OpenVINO | X | | | ||
| | [Faster RCNN](/serverless/openvino/omz/public/faster_rcnn_inception_v2_coco/nuclio) | detector | OpenVINO | X | | | ||
| | [Mask RCNN](/serverless/openvino/omz/public/mask_rcnn_inception_resnet_v2_atrous_coco/nuclio) | detector | OpenVINO | X | | | ||
| | [YOLO v3](/serverless/openvino/omz/public/yolo-v3-tf/nuclio) | detector | OpenVINO | X | | | ||
| | [Object reidentification](/serverless/openvino/omz/intel/person-reidentification-retail-300/nuclio) | reid | OpenVINO | X | | | ||
| | [Semantic segmentation for ADAS](/serverless/openvino/omz/intel/semantic-segmentation-adas-0001/nuclio) | detector | OpenVINO | X | | | ||
| | [Text detection v4](/serverless/openvino/omz/intel/text-detection-0004/nuclio) | detector | OpenVINO | X | | | ||
| | [YOLO v5](/serverless/pytorch/ultralytics/yolov5/nuclio) | detector | PyTorch | X | | | ||
| | [SiamMask](/serverless/pytorch/foolwood/siammask/nuclio) | tracker | PyTorch | X | X | | ||
| | [f-BRS](/serverless/pytorch/saic-vul/fbrs/nuclio) | interactor | PyTorch | X | | | ||
| | [HRNet](/serverless/pytorch/saic-vul/hrnet/nuclio) | interactor | PyTorch | | X | | ||
| | [Inside-Outside Guidance](/serverless/pytorch/shiyinzhang/iog/nuclio) | interactor | PyTorch | X | | | ||
| | [Faster RCNN](/serverless/tensorflow/faster_rcnn_inception_v2_coco/nuclio) | detector | TensorFlow | X | X | | ||
| | [Mask RCNN](/serverless/tensorflow/matterport/mask_rcnn/nuclio) | detector | TensorFlow | X | X | | ||
| | [RetinaNet](serverless/pytorch/facebookresearch/detectron2/retinanet/nuclio) | detector | PyTorch | X | X | | ||
| | [Face Detection](/serverless/openvino/omz/intel/face-detection-0205/nuclio) | detector | OpenVINO | X | | | ||
| | [Deep Extreme Cut](/serverless/openvino/dextr/nuclio) | interactor | OpenVINO | ✔️ | | | ||
| | [Faster RCNN](/serverless/openvino/omz/public/faster_rcnn_inception_v2_coco/nuclio) | detector | OpenVINO | ✔️ | | | ||
| | [Mask RCNN](/serverless/openvino/omz/public/mask_rcnn_inception_resnet_v2_atrous_coco/nuclio) | detector | OpenVINO | ✔️ | | | ||
| | [YOLO v3](/serverless/openvino/omz/public/yolo-v3-tf/nuclio) | detector | OpenVINO | ✔️ | | | ||
| | [Object reidentification](/serverless/openvino/omz/intel/person-reidentification-retail-300/nuclio) | reid | OpenVINO | ✔️ | | | ||
| | [Semantic segmentation for ADAS](/serverless/openvino/omz/intel/semantic-segmentation-adas-0001/nuclio) | detector | OpenVINO | ✔️ | | | ||
| | [Text detection v4](/serverless/openvino/omz/intel/text-detection-0004/nuclio) | detector | OpenVINO | ✔️ | | | ||
| | [YOLO v5](/serverless/pytorch/ultralytics/yolov5/nuclio) | detector | PyTorch | ✔️ | | | ||
| | [SiamMask](/serverless/pytorch/foolwood/siammask/nuclio) | tracker | PyTorch | ✔️ | ✔️ | | ||
| | [f-BRS](/serverless/pytorch/saic-vul/fbrs/nuclio) | interactor | PyTorch | ✔️ | | | ||
| | [HRNet](/serverless/pytorch/saic-vul/hrnet/nuclio) | interactor | PyTorch | | ✔️ | | ||
| | [Inside-Outside Guidance](/serverless/pytorch/shiyinzhang/iog/nuclio) | interactor | PyTorch | ✔️ | | | ||
| | [Faster RCNN](/serverless/tensorflow/faster_rcnn_inception_v2_coco/nuclio) | detector | TensorFlow | ✔️ | ✔️ | | ||
| | [Mask RCNN](/serverless/tensorflow/matterport/mask_rcnn/nuclio) | detector | TensorFlow | ✔️ | ✔️ | | ||
| | [RetinaNet](serverless/pytorch/facebookresearch/detectron2/retinanet/nuclio) | detector | PyTorch | ✔️ | ✔️ | | ||
| | [Face Detection](/serverless/openvino/omz/intel/face-detection-0205/nuclio) | detector | OpenVINO | ✔️ | | | ||
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@@ -177,26 +179,23 @@ The exact steps on how FFmpeg was configured and compiled can be found in the [D | |
| FFmpeg is an open source framework licensed under LGPL and GPL. | ||
| See [https://www.ffmpeg.org/legal.html](https://www.ffmpeg.org/legal.html). You are solely responsible | ||
| for determining if your use of FFmpeg requires any | ||
| additional licenses. CVAT.ai is not responsible for obtaining any | ||
| additional licenses. CVAT.ai Corporation is not responsible for obtaining any | ||
| such licenses, nor liable for any licensing fees due in | ||
| connection with your use of FFmpeg. | ||
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| ## Questions | ||
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| CVAT usage related questions or unclear concepts can be posted in our | ||
| [Gitter chat](https://gitter.im/opencv-cvat) for **quick replies** from | ||
| contributors and other users. | ||
| ## Where to ask questions | ||
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| However, if you have a feature request or a bug report that can reproduced, | ||
| feel free to open an issue (with steps to reproduce the bug if it's a bug | ||
| report) on [GitHub\* issues](https://github.com/cvat-ai/cvat/issues). | ||
| [Gitter chat](https://gitter.im/opencv-cvat): you can post CVAT usage related there. | ||
| Typically they get answered fast by the core team or community. You can also browse other users | ||
| common questions on our gitter. | ||
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| If you are not sure or just want to browse other users common questions, | ||
| [Gitter chat](https://gitter.im/opencv-cvat) is the way to go. | ||
| [GitHub issues](https://github.com/cvat-ai/cvat/issues): please post your have feature requests or bug reports there. | ||
| If it's a bug, please add the steps to reproduce it. | ||
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| Other ways to ask questions and get our support: | ||
| [\#cvat](https://stackoverflow.com/search?q=%23cvat) tag on StackOverflow is one more way to ask | ||
| questions and get our support. | ||
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| - [\#cvat](https://stackoverflow.com/search?q=%23cvat) tag on StackOverflow\* | ||
| [contact@cvat.ai](mailto:[email protected]): reach out to us with feedback, comments, or inquiries. | ||
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| ## Links | ||
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