fbpx

DeepLesion: a large-scale and diverse CT lesion dataset

DeepLesion is a large-scale and diverse database of lesions in CT images. It was collected based on the bookmarks in the picture archiving and communication system of NIH. Currently, it contains 32,735 lesions from 32,120 axial CT slices of 4,427 patients. It can be used in studies of multi-class lesion detection, retrieval, segmentation, etc.DeepLesion has been released. Download it without any paperwork here: https://nihcc.app.box.com/v/DeepLesion.

visualization of the DeepLesion dataset

Please refer to our paper:

Other papers related with DeepLesion:

  • Lesion detection
    • Ke Yan, Mohammadhadi Bagheri, Ronald M. Summers, “3D Context Enhanced Region-based Convolutional Neural Network for End-to-End Lesion Detection,” MICCAI, 2018
  • Lesion segmentation
    • Jinzheng Cai*, Youbao Tang*, Le Lu, Adam P. Harrison, Ke Yan, Jing Xiao, Lin Yang, Ronald M. Summers, “Accurate Weakly-Supervised Deep Lesion Segmentation using Large-Scale Clinical Annotations: Slice-Propagated 3D Mask Generation from 2D RECIST,” MICCAI, 2018
  • Lesion measurement
    • Youbao Tang, Adam P. Harrison, Mohammadhadi Bagheri, Jing Xiao, Ronald M. Summers , “Semi-Automatic RECIST Labeling on CT Scans with Cascaded Convolutional Neural Networks,” MICCAI, 2018

8 Comments

  • My wife and i ended up being so relieved that Raymond managed to complete his preliminary research by way of the ideas he was given in your web page. It is now and again perplexing to just continually be giving out concepts that many people have been selling. So we do understand we have got the writer to appreciate because of that. The specific illustrations you’ve made, the straightforward site navigation, the relationships you assist to create – it is all excellent, and it’s aiding our son in addition to our family reason why that subject matter is pleasurable, which is exceptionally vital. Thank you for everything!

  • I intended to post you this tiny note just to thank you as before for your pleasant principles you have featured at this time. It is really incredibly generous of you to allow unhampered all that many people would’ve advertised as an electronic book to earn some money on their own, specifically given that you might have tried it in case you wanted. The solutions as well acted to be a fantastic way to fully grasp that other people have a similar keenness really like mine to grasp great deal more when it comes to this problem. I’m certain there are a lot more enjoyable opportunities ahead for those who look over your blog.

  • Needed to put you the little bit of word just to say thank you again about the superb techniques you’ve featured above. This is really seriously generous of you to convey unhampered all a number of people could possibly have sold for an e-book to make some money for their own end, certainly considering the fact that you might well have done it in case you decided. These basics likewise served to become a great way to be aware that someone else have similar keenness like my very own to realize way more concerning this issue. I am certain there are some more pleasant opportunities up front for people who look over your blog.

  • My wife and i ended up being quite fulfilled that Chris managed to conclude his homework through the ideas he made from your very own web site. It is now and again perplexing just to choose to be freely giving thoughts some people may have been making money from. So we keep in mind we’ve got the website owner to thank because of that. Those explanations you’ve made, the simple blog navigation, the relationships you can help foster – it is everything amazing, and it’s really making our son and the family believe that this matter is brilliant, and that is tremendously essential. Thank you for all!

  • Thank you for all of the work on this website. Ellie takes pleasure in engaging in research and it’s obvious why. Almost all hear all of the dynamic mode you create insightful thoughts through the web blog and even invigorate response from visitors on this point while our favorite simple princess is in fact discovering so much. Take pleasure in the rest of the new year. You are always performing a glorious job.

  • I happen to be commenting to let you know of the extraordinary experience my girl undergone reading your site. She came to understand too many details, which included what it is like to possess an amazing helping mindset to make a number of people very easily know precisely selected tricky subject matter. You undoubtedly did more than our desires. Many thanks for coming up with those good, trustworthy, explanatory and easy thoughts on this topic to Jane.

  • yeezy boost says:

    A lot of thanks for every one of your labor on this website. My aunt delights in working on internet research and it is obvious why. My spouse and i notice all of the dynamic ways you produce precious strategies via the web site and therefore attract response from website visitors on the topic so our daughter is really learning a great deal. Take advantage of the remaining portion of the new year. You are always performing a stunning job.

  • I want to convey my love for your kind-heartedness in support of all those that absolutely need help with this important concept. Your personal commitment to passing the solution throughout ended up being especially practical and has specifically enabled professionals just like me to get to their endeavors. Your entire interesting tips and hints indicates a whole lot to me and still more to my colleagues. Thanks a lot; from each one of us.

Leave a Reply

Your email address will not be published. Required fields are marked *