Retinal Damage Detection by Image-Based Deep Learning

by | Apr 10, 2019 | Uncategorized | 0 comments

All Premium Themes And WEBSITE Utilities Tools You Ever Need! Greatest 100% Free Bonuses With Any Purchase.

Greatest CYBER MONDAY SALES with Bonuses are offered to following date: Get Started For Free!
Purchase Any Product Today! Premium Bonuses More Than $10,997 Will Be Emailed To You To Keep Even Just For Trying It Out.
Click Here To See Greatest Bonuses

and Try Out Any Today!

Here’s the deal.. if you buy any product(s) Linked from this sitewww.Knowledge-Easy.com including Clickbank products, as long as not Google’s product ads, I am gonna Send ALL to you absolutely FREE!. That’s right, you WILL OWN ALL THE PRODUCTS, for Now, just follow these instructions:

1. Order the product(s) you want by click here and select the Top Product, Top Skill you like on this site ..

2. Automatically send you bonuses or simply send me your receipt to consultingadvantages@yahoo.com Or just Enter name and your email in the form at the Bonus Details.

3. I will validate your purchases. AND Send Themes, ALL 50 Greatests Plus The Ultimate Marketing Weapon & “WEBMASTER’S SURVIVAL KIT” to you include ALL Others are YOURS to keep even you return your purchase. No Questions Asked! High Classic Guaranteed for you! Download All Items At One Place.

That’s it !

*Also Unconditionally, NO RISK WHAT SO EVER with Any Product you buy this website,

60 Days Money Back Guarantee,

IF NOT HAPPY FOR ANY REASON, FUL REFUND, No Questions Asked!

Download Instantly in Hands Top Rated today!

Remember, you really have nothing to lose if the item you purchased is not right for you! Keep All The Bonuses.

Super Premium Bonuses Are Limited Time Only!

Day(s)

:

Hour(s)

:

Minute(s)

:

Second(s)

Get Paid To Use Facebook, Twitter and YouTube
Online Social Media Jobs Pay $25 - $50/Hour.
No Experience Required. Work At Home, $316/day!
View 1000s of companies hiring writers now!

Order Now!

MOST POPULAR

*****
Customer Support Chat Job: $25/hr
Chat On Twitter Job - $25/hr
Get Paid to chat with customers on
a business’s Twitter account.

Try Free Now!

Get Paid To Review Apps On Phone
Want to get paid $810 per week online?
Get Paid To Review Perfect Apps Weekly.

Order Now
!
Look For REAL Online Job?
Get Paid To Write Articles $200/day
View 1000s of companies hiring writers now!

Try-Out Free Now!

How To Develop Your Skill For Great Success And Happiness Including Become CPA? | Additional special tips From Admin

Skill Progression will be the number 1 imperative and key element of obtaining genuine financial success in many duties as anyone observed in our own society as well as in Globally. Therefore fortunate enough to speak about together with you in the adhering to about precisely what thriving Proficiency Development is; the way or what options we function to get hopes and dreams and finally one will probably operate with what the person likes to perform each individual working day to get a comprehensive life. Is it so terrific if you are equipped to build resourcefully and find financial success in everything that you dreamed, targeted for, regimented and performed hard each and every day and undoubtedly you develop into a CPA, Attorney, an holder of a considerable manufacturer or even a medical doctor who could very chip in fantastic assistance and values to people, who many, any world and local community obviously admired and respected. I can's believe that I can help others to be top specialized level who will add serious treatments and pain relief valuations to society and communities currently. How happy are you if you grow to be one like so with your private name on the title? I have got there at SUCCESS and get over all of the really hard sections which is passing the CPA examinations to be CPA. What is more, we will also protect what are the pitfalls, or other problems that may very well be on your current strategy and the correct way I have privately experienced all of them and will demonstrate to you how to conquer them. | From Admin and Read More at Cont'.

Retinal Damage Detection by Image-Based Deep Learning

In the modern era, we are automating almost every possible thing that comes to our mind and Machine Learning is solving many real-world problems. One of the major impacts is in the medical field. In this blog, we will go through a deep learning approach that predicts the class of the retina damage.

Retinal optical coherence tomography (OCT) is an imaging technique used to capture high-resolution cross sections of the retinas of living patients. Approximately 30 million OCT scans are performed each year, and the analysis and interpretation of these images take up a significant amount of time (Swanson and Fujimoto, 2017).

OCT is useful in the diagnosis of many retinal conditions, especially when the media is clear. In general, lesions in the macula are easier to image than lesions in the mid and far periphery. OCT can be particularly helpful in diagnosing:

In some cases, OCT alone may yield the diagnosis (e.g. macular hole). Yet, in other disorders, especially retinal vascular disorders, it may be helpful to order additional tests (e.g. fluorescein angiogram).

There are 84,495 X-Ray images (JPEG) and 4 categories (NORMAL,CNV,DME,DRUSEN).

Images are labelled as (disease)-(randomized patient ID)-(image number by this patient) and split into 4 directories:

Optical coherence tomography (OCT) images (Spectralis OCT, Heidelberg Engineering, Germany) were selected from retrospective cohorts of adult patients from the Shiley Eye Institute of the University of California San Diego, the California Retinal Research Foundation, Medical Center Ophthalmology Associates, the Shanghai First People’s Hospital, and Beijing Tongren Eye Center between July 1, 2013 and March 1, 2017.

Before training, each image went through a tiered grading system consisting of multiple layers of trained graders of increasing expertise for verification and correction of image labels. Each image imported into the database started with a label matching the most recent diagnosis of the patient. The first tier of graders consisted of undergraduate and medical students who had taken and passed an OCT interpretation course review. This first tier of graders conducted initial quality control and excluded OCT images containing severe artefacts or significant image resolution reductions. The second tier of graders consisted of four ophthalmologists who independently graded each image that had passed the first tier. The presence or absence of choroidal neovascularization (active or in the form of subretinal fibrosis), macular edema, drusen, and other pathologies visible on the OCT scan were recorded. Finally, the third tier of two senior independent retinal specialists, each with over 20 years of clinical retina experience, verified the true labels for each image. The dataset selection and stratification process are displayed in a CONSORT-style diagram in the above Figure. To account for human error in grading, a validation subset of 993 scans was graded separately by two ophthalmologist graders, with disagreement in clinical labels arbitrated by a senior retinal specialist.

For additional information: Link

With the help of OpenCV’s Imread function, the image is converted to a tensor.

Since the data is extracted sequentially through each class-folder we need to shuffle the data.

we should also separate the labels and the image array.

We need some insights from the data both the classes and the OCT images.

In this step, we are normalizing the data and one-hot encoding the labels so that we can fit them into the neural network.

There were quite a few number of architectures used including some of the pre-trained models.

The results from the custom model were astonishing. Let’s see some of the models used in this project.

In order to check the worst case, it is always good to use a random model before trying out other models.

With the concept of Transfer Learning using pre-trained weights on the image-net, I have built a couple of models in order to increase the performance.

Though there is a myth that the pre-trained models with the help of transfer learning may work better than other models. Here we see that a custom model can perform better than pre-trained models. We can conclude that the type of data which we work on, is far more significant than the models we build.

Retinal Damage Detection by Image-Based Deep Learning

Research & References of Retinal Damage Detection by Image-Based Deep Learning|A&C Accounting And Tax Services
Source

Send your purchase information or ask a question here!

4 + 9 =

Welcome To Knowledge-Easy Management Sound Tips and Thank You Very Much! Have a great day!

From Admin and Read More here. A note for you if you pursue CPA licence, KEEP PRACTICE with the MANY WONDER HELPS I showed you. Make sure to check your works after solving simulations. If a Cashflow statement or your consolidation statement is balanced, you know you pass right after sitting for the exams. I hope my information are great and helpful. Implement them. They worked for me. Hey.... turn gray hair to black also guys. Do not forget HEALTH? Proficiency Development is without a doubt the number 1 significant and principal issue of reaching authentic achieving success in virtually all procedures as one saw in our own the community and additionally in All over the world. Therefore fortunate enough to look at together with you in the right after about just what exactly successful Talent Expansion is;. the best way or what approaches we operate to achieve hopes and dreams and gradually one is going to job with what anybody is in love with to conduct every daytime intended for a comprehensive your life. Is it so fantastic if you are capable to grow quickly and see being successful in whatever you thought, targeted for, self-disciplined and previously worked very hard every last working day and surely you develop into a CPA, Attorney, an holder of a massive manufacturer or quite possibly a health practitioner who could greatly bring good aid and values to many others, who many, any contemporary culture and city certainly admired and respected. I can's think I can help others to be main professional level who seem to will contribute sizeable products and alleviation values to society and communities now. How cheerful are you if you turn out to be one similar to so with your personally own name on the label? I get arrived at SUCCESS and conquer all of the tough areas which is passing the CPA tests to be CPA. Also, we will also protect what are the risks, or many other troubles that is likely to be on your current option and the simplest way I have personally experienced them and will probably demonstrate you tips on how to address them.

0 Comments

Submit a Comment

Business Best Sellers

 

Get Paid To Use Facebook, Twitter and YouTube
Online Social Media Jobs Pay $25 - $50/Hour.
No Experience Required. Work At Home, $316/day!
View 1000s of companies hiring writers now!
Order Now!

 

MOST POPULAR

*****

Customer Support Chat Job: $25/hr
Chat On Twitter Job - $25/hr
Get Paid to chat with customers on
a business’s Twitter account.
Try Free Now!

 

Get Paid To Review Apps On Phone
Want to get paid $810 per week online?
Get Paid To Review Perfect Apps Weekly.
Order Now!

Look For REAL Online Job?
Get Paid To Write Articles $200/day
View 1000s of companies hiring writers now!
Try-Out Free Now!

 

 
error: Content is protected !!