Comments (2)
Points.
- Searching for anything before 2015 is futile. Either there wont be any data or there the amount of data will not be enough for supervised learning, specially Deep Neural Networks (DNN).
- There is a page in Imperial College of London which is for robotics and imaging in healthcare. Their website states "The Hamlyn Centre was established for developing safe, effective and accessible technologies that can reshape the future of healthcare for both developing and developed countries". They have state of the art research in surgical navigation and even a dataset page for Laparoscopic / Endoscopic videos. I assume if there was any good datasets available, They would have linked it in their page. It is possible to contact Dr. Stamatia Giannaro for more detail.
- OpenCAS webiste have links to other dataset sites (including ICL Hamlyn Centre). They also have not linked to a good dataset.
from mastersthesis.
Here are some of the research results:
- https://www.ncbi.nlm.nih.gov/pubmed/29968295 (Article is related / Ground truth of the data is peculiar. GT needs reshaping.)
- https://re.public.polimi.it/handle/11311/997858#.W-kk0t9fiV4
- http://hamlyn.doc.ic.ac.uk/vision/ (A bunch of Data / Mostly Videos)[1]
- https://arxiv.org/pdf/1708.01234.pdf (Related to AR)
- https://cirl.lcsr.jhu.edu/research/hmm/datasets/jigsaws_release/ (Segmentation)
- http://www.sciweavers.org/subject/stereo (No datasets)
- https://openreview.net/forum?id=rkmU-pEFl (Very simple approach)
- https://arxiv.org/pdf/1802.08774.pdf (2018 / Tool Detection / AutoEncoders)
- https://arxiv.org/pdf/1705.08260.pdf (Imperial College / Unsupervised / AutoEncoder)
- https://arxiv.org/pdf/1608.00203.pdf (Used the data in [1] to train 3D dense cloud)
- https://www.cs.toronto.edu/~urtasun/publications/luo_etal_cvpr16.pdf (Method is not End-to-End)
- https://mediatum.ub.tum.de/doc/1338832/167555.pdf (Ph.D. Dissertation)
- https://arxiv.org/pdf/1803.01207.pdf (Instrument Segmentation / AutoEncoders)
- https://ieeexplore.ieee.org/abstract/document/8451815/ (Deep Smoke Removal)
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Related Issues (20)
- Image Warping HOT 2
- A plugin for disparity rendering HOT 1
- Look for texture and simulate some data. HOT 2
- Converting Disparity Map to Mesh HOT 1
- EndoAbS Dataset HOT 2
- Needed Textures List HOT 1
- Minimum and Maximum Disparities HOT 1
- Test a dataset: SlidingThings3D. HOT 4
- Purchasing a Human Anatomy Model HOT 3
- Human Anatomy Model into Blender and Render Test HOT 1
- Flownet Specialized Functions HOT 5
- Create new Data Generator for SlidingOrgans HOT 1
- Learning Rate Scheduler HOT 3
- Optimizing the network's Hyper Parameters
- Transfer Learning
- A better loss function to train with HOT 1
- Train Networks For Presentation Day
- Combine Output Directories
- Create a Real World Test Dataset HOT 2
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