Computer Vision

Deep Learning Books

• Dive into Deep Learning. http://d2l.ai
• Deep Learning https://www.deeplearningbook.org/front_matter.pdf

Computer Vision Books

• Computer Vision: Algorithms and Application https://szeliski.org/Book/
• Computer Vision A Modern Approach https://eclass.teicrete.gr/modules/document/file.php/TM152/Books/Computer%20Vision%20-%20A%20Modern%20Approach%20-%20D.%20Forsyth,%20J.%20Ponce.pdf
• Computer vision: models, learning and inference- http://web4.cs.ucl.ac.uk/staff/s.prince/book/book.pdf

Datasets

• ImageNet

  Imagenet is an image database organized according to the WordNet hierarchy (currently only the nouns), in which each node of the hierarchy is depicted by hundreds and thousands of images. The project has been instrumental in advancing computer vision and deep learning research. The data is available for free to researchers for non-commercial use.\\ Downloaded URL https://www.image-net.org/download.php

• COCO

  COCO is a large-scale object detection, segmentation, and captioning dataset. Download URL https://cocodataset.org/#download

• VQA

  VQA is a new dataset containing open-ended questions about images. These questions require an understanding of vision, language and commonsense knowledge to answer. Download URL https://visualqa.org/download.html

• Cityscapes Dataset

  The Cityscapes Dataset focuses on semantic understanding of urban street scenes. In the following, we give an overview on the design choices that were made to target the dataset’s focus. Download URL https://www.cityscapes-dataset.com/login/

• VCR Data Set

  Visual Commonsense Reasoning (VCR) is a new task and large-scale dataset for cognition-level visual understanding. Download URL https://visualcommonsense.com/download/

• V7 Open Datasets

  500+ open source datasets for your next machine learning project. Our list of free datasets keeps growing, so make sure you visit it frequently. URL https://www.v7labs.com/open-datasets

Medical Image Datasets

• Lizard Dataset

  Download URL https://warwick.ac.uk/fac/cross_fac/tia/data/lizard

• PanNuke Dataset

  Dataset for Nuclei Instance Segmentation and Classification , Download URL https://warwick.ac.uk/fac/cross_fac/tia/data/pannuke

• GlaS

  Gland segmentation in histology images , Download URL https://warwick.ac.uk/fac/cross_fac/tia/data/glascontest/download/

• Other Datasets

  visit for download links https://warwick.ac.uk/fac/cross_fac/tia/data/