You are currently viewing 10 Best Datasets Image Segmentation for [2023]

10 Best Datasets Image Segmentation for [2023]

Image segmentation is a computer vision task that involves partitioning an image into multiple segments or regions, each of which corresponds to a different object or part of the scene. This task is critical for a wide range of applications, including object recognition, scene understanding, and medical diagnosis, among others. In this article, we will be exploring the 10 best datasets for image segmentation in 2023.

Dataset NameType of ImagesSizePopularityDownload LinkDescription
Pascal VOCNatural Images20,000 ImagesVery Popularhttp://host.robots.ox.ac.uk/pascal/VOC/The Pascal VOC dataset contains natural images with annotations for object detection and segmentation, covering 20 object categories.
Coco 2014Natural Images330,000 ImagesVery Popularhttp://cocodataset.org/#homeThe Coco 2014 dataset is a large-scale dataset of natural images, labeled with 80 object categories and segmented masks.
CityscapesUrban Scene Images5,000 ImagesPopularhttps://www.cityscapes-dataset.com/The Cityscapes dataset contains urban scene images with annotations for semantic segmentation, covering 19 object categories.
Mapillary VistasStreet Scene Images25,000 ImagesPopularhttps://www.mapillary.com/dataset/vistasThe Mapillary Vistas dataset contains street scene images with annotations for semantic segmentation, covering 66 object categories.
ADE20KNatural Images20,000 ImagesPopularhttp://groups.csail.mit.edu/vision/datasets/ADE20K/The ADE20K dataset is a large-scale dataset of natural images with annotations for semantic segmentation, covering 150 object categories.
ISBI 2012Microscopic Images30 ImagesPopularhttp://brainiac2.mit.edu/isbi_challenge/homeThe ISBI 2012 dataset contains microscopic images with annotations for semantic segmentation, covering cell membranes.
MHP-v2Human Pose Images12,000 ImagesPopularhttps://github.com/AlphaHydrae/mhpdatasetThe MHP-v2 dataset contains human pose images with annotations for semantic segmentation, covering human body parts.
SBDNatural Images8,000 ImagesPopularhttps://www.mpi-inf.mpg.de/departments/computer-vision-and-multimodal-computing/research/vision-and-language/semantic-boundary-dataset/The SBD dataset contains natural images with annotations for semantic boundary detection, covering object boundaries and part boundaries.
LVISNatural Images12,000 ImagesPopularhttps://lvisdataset.org/The LVIS dataset is a large-scale dataset of natural images with annotations for instance segmentation, covering 80 object categories.
SegTrack v2Video Frames30 VideosPopularhttp://www.eecs.qmul.ac.uk/~qian/segtrackv2.htmlThe SegTrack v2 dataset contains video frames with annotations for object segmentation, covering 11 object categories.
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