Object Detection

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Category Sub Category Name of the Tool Brief Description URL
Computer Vision Tools Object Detection YOLO (You Only Look Once) A real-time object detection system that divides images into grids and predicts bounding boxes and class probabilities. https://pjreddie.com/yolo
Computer Vision Tools Object Detection TensorFlow Object Detection API A framework for building, training, and deploying object detection models using TensorFlow. https://tensorflow.org
Computer Vision Tools Object Detection Detectron2 Facebook AI's library for object detection, segmentation, and pose estimation tasks. https://github.com/facebookresearch/detectron2
Computer Vision Tools Object Detection OpenCV DNN Module A module in OpenCV that supports deep learning-based object detection using pre-trained models like YOLO and SSD. https://opencv.org
Computer Vision Tools Object Detection PyTorch Object Detection A PyTorch-based library for implementing object detection models like Faster R-CNN and RetinaNet. https://pytorch.org
Computer Vision Tools Object Detection MMDetection An open-source object detection toolbox based on PyTorch, offering state-of-the-art models. https://mmdetection.readthedocs.io
Computer Vision Tools Object Detection Darknet An open-source neural network framework used for implementing YOLO-based object detection models. https://pjreddie.com/darknet
Computer Vision Tools Object Detection Fast R-CNN A region-based convolutional neural network (R-CNN) for accurate and efficient object detection. https://github.com/rbgirshick/fast-rcnn
Computer Vision Tools Object Detection Faster R-CNN An extension of Fast R-CNN that introduces a region proposal network (RPN) for generating object proposals. https://github.com/rbgirshick/py-faster-rcnn
Computer Vision Tools Object Detection Mask R-CNN An extension of Faster R-CNN that adds instance segmentation capabilities alongside object detection. https://github.com/matterport/Mask_RCNN
Computer Vision Tools Object Detection SSD (Single Shot MultiBox Detector) A fast and efficient object detection model that predicts bounding boxes in a single pass. https://github.com/weiliu89/caffe/tree/ssd
Computer Vision Tools Object Detection RetinaNet A one-stage object detection model that addresses class imbalance using focal loss. https://github.com/fizyr/keras-retinanet
Computer Vision Tools Object Detection EfficientDet A family of scalable and efficient object detection models developed by Google. https://github.com/google/automl/tree/master/efficientdet
Computer Vision Tools Object Detection CenterNet A keypoint-based object detection model that predicts object centers and sizes. https://github.com/xingyizhou/CenterNet
Computer Vision Tools Object Detection CornerNet A novel object detection model that detects objects as pairs of keypoints (top-left and bottom-right corners). https://github.com/princeton-vl/CornerNet
Computer Vision Tools Object Detection Cascade R-CNN A multi-stage object detection model that refines predictions iteratively for higher accuracy. https://github.com/zhaoweicai/cascade-rcnn
Computer Vision Tools Object Detection NAS-FPN A neural architecture search-based feature pyramid network for object detection. https://github.com/tensorflow/tpu/tree/master/models/official/detection
Computer Vision Tools Object Detection BlazeFace A lightweight face detection model optimized for mobile and embedded devices. https://github.com/google/mediapipe/tree/master/mediapipe/models
Computer Vision Tools Object Detection MobileNet SSD A lightweight object detection model based on MobileNet architecture, suitable for edge devices. https://github.com/chuanqi305/MobileNet-SSD
Computer Vision Tools Object Detection Tiny YOLO A smaller and faster variant of YOLO designed for real-time object detection on resource-constrained devices. https://pjreddie.com/tiny-yolo
Computer Vision Tools Object Detection DeepStream SDK NVIDIA's SDK for building high-performance object detection applications using AI. https://developer.nvidia.com/deepstream-sdk
Computer Vision Tools Object Detection OpenVINO Toolkit Intel's toolkit for optimizing and deploying object detection models on edge devices. https://software.intel.com/openvino-toolkit
Computer Vision Tools Object Detection Roboflow A platform for managing, annotating, and deploying object detection datasets and models. https://roboflow.com
Computer Vision Tools Object Detection Supervisely A platform for annotating and training object detection models with a focus on computer vision tasks. https://supervise.ly
Computer Vision Tools Object Detection Labelbox A data annotation platform for labeling images and videos for object detection tasks. https://labelbox.com
Computer Vision Tools Object Detection CVAT (Computer Vision Annotation Tool) An open-source tool for annotating images and videos for object detection and other computer vision tasks. https://cvat.org
Computer Vision Tools Object Detection VGG Image Annotator (VIA) A web-based tool for annotating images and videos for object detection tasks. https://via.ai
Computer Vision Tools Object Detection COCO Dataset A large-scale dataset for object detection, segmentation, and captioning tasks. https://cocodataset.org
Computer Vision Tools Object Detection Pascal VOC Dataset A benchmark dataset for object detection, segmentation, and classification tasks. https://host.robots.ox.ac.uk/pascal/VOC
Computer Vision Tools Object Detection Open Images Dataset A large dataset with annotated images for object detection and other computer vision tasks. https://storage.googleapis.com/openimages/web/index.html
Computer Vision Tools Object Detection KITTI Vision Benchmark Suite A dataset for autonomous driving research, including object detection and tracking tasks. https://cvlibs.net/datasets/kitti
Computer Vision Tools Object Detection Cityscapes Dataset A dataset for urban scene understanding, including object detection and semantic segmentation tasks. https://cityscapes-dataset.com
Computer Vision Tools Object Detection ImageNet Dataset A large visual database for object detection, classification, and localization tasks. https://image-net.org
Computer Vision Tools Object Detection Caltech Pedestrian Dataset A dataset for pedestrian detection in urban environments. https://vision.caltech.edu/Image_Datasets/CaltechPedestrians
Computer Vision Tools Object Detection INRIA Person Dataset A dataset for human detection in images and videos. https://pascal.inrialpes.fr/data/human
Computer Vision Tools Object Detection TAO Dataset A large-scale dataset for tracking objects across multiple domains. https://taodataset.org
Computer Vision Tools Object Detection BDD100K Dataset A diverse driving dataset for object detection, segmentation, and tracking tasks. https://bdd-data.berkeley.edu
Computer Vision Tools Object Detection OID (Open Images Dataset) A large-scale dataset for object detection, segmentation, and visual relationship detection tasks. https://openimages.github.io
Computer Vision Tools Object Detection MS COCO Keypoints Dataset A dataset for object detection and human pose estimation tasks. https://cocodataset.org/#keypoints-2017
Computer Vision Tools Object Detection LVIS Dataset A dataset for large vocabulary object detection and segmentation tasks. https://lvisdataset.org
Computer Vision Tools Object Detection WIDER FACE Dataset A dataset for face detection in challenging scenarios. https://widerface.cs.umass.edu
Computer Vision Tools Object Detection FDDB Dataset A dataset for face detection benchmarking. https://vis-www.cs.umass.edu/fddb
Computer Vision Tools Object Detection AFLW Dataset A dataset for face detection and alignment tasks. https://aflw.info
Computer Vision Tools Object Detection ILSVRC Dataset A dataset for object detection and image classification tasks, part of the ImageNet Large Scale Visual Recognition Challenge. https://image-net.org/challenges/LSVRC
Computer Vision Tools Object Detection MOTChallenge Dataset A dataset for multi-object tracking and detection tasks. https://motchallenge.net
Computer Vision Tools Object Detection UA-DETRAC Dataset A dataset for vehicle detection and tracking in traffic surveillance videos. https://detrac-db.rit.albany.edu
Computer Vision Tools Object Detection VisDrone Dataset A dataset for drone-based object detection and tracking tasks. https://visdrone.org
Computer Vision Tools Object Detection DOTA Dataset A dataset for object detection in aerial images. https://captain-whu.github.io/DOTA
Computer Vision Tools Object Detection NWPU VHR-10 Dataset A dataset for object detection in very high-resolution satellite images. https://sites.google.com/site/descriptorslearning/projects/nwpu-vhr10
Computer Vision Tools Object Detection HRSC2016 Dataset A dataset for ship detection in high-resolution satellite images. https://gaofen-challenge.com

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