implement openmax on existing [login to view URL] model to detect out of classifier cases
$30-250 USD
Paid on delivery
I need help in coming up with a technique to determine when an object is not in the list of already classified objects. I believe openmax will solve this problem.
I am sorting parts that are the identical shape, but differ in the text written on them. Unfortunately the text is written in a circle, so I can’t simply read the text with OCR. (At least I couldn’t make it work.)
I have about 20 different labels on the parts I currently have. Some parts I have 1,000 pictures of, others I only have 100 pictures.
I discovered while I was sorting that there are actually more than 20 different labels, there are parts I didn’t know about that only occur once or twice in five hundred parts. I would like to be able to identify and handle parts like this separately.
I am using [login to view URL] to classify the images (parts). I get about a 96% accuracy of a part being identified correctly when I use two different classifiers to look at the same image and then check their agreement. I do this because I would rather reject parts than have them sorted incorrectly.
My images are 300x300.
I look at the weight of the prediction, and 95% of my predictions are almost certain, say .99999, so I haven’t been able to do the simple thing of just looking at the strength of the prediction.
In case this is relevant, the resnet50 classifier that I have trained might be overtrained. Within three epochs it is at like 99.7% accuracy with a val_accuracy of 98%.
Epoch 3/3
99/99 [==============================] - 572s 6s/step - loss: 0.0138 - accuracy: 0.9967 - val_loss: 0.3574 - val_accuracy: 0.9796
Here is an article that shows what needs to be implemented.
[login to view URL]
The project milestone is when the software correctly identifies out-of-distribution images (similar images that the classifier has not been trained on).
Project ID: #33656030
About the project
17 freelancers are bidding on average $206 for this job
I'm a senior Python & ML developer and owner & founder of Dedeoglu Dev Company. Kindly send me a message to get in touch with me, Thanks, Yusuf.
Hi, I hope you are doing fine. I have almost 10 years of experience in machine learning algorithms. I can implement various types of artificial intelligence algorithms including yours with Matlab, Python and etc. I hav More
Hi, I lead a team of software developers, data scientists and full stack engineers with 20+ years of combined experience in developing and deploying enterprise grade software solutions. We have several years of experie More
Hello, I am an MSC majored in mathematics I have rich exp in ACM/ICPC and deep understandings of algorithms for Classifications, NLP, Image, speech and text Processing,Neural Networks,e.t.c I attended at ACM regional c More
Hi, I have +5 years of experience dealing with machine learning algorithms and worked on multiple projects in this field, I absolutely can do your project as you like. Please contact me to discuss more. Have a nice day
Hi.Dear... Nice to meet you. I saw your project details carefully. Thanks for your posting. I am expert in image processing using Machine Learning. I am working in this this field for 5 years. I have experiences to dev More
Hello, hope you are doing well. As an experienced python developer with 20 years of experience in Image processing and Computer Vision. Recently, I developed a face tracking program through the video using the OpenCV l More
I am a co-founder of an Artificial intelligent software startup that works on Face recognition, Speech recognition, Machine learning and other AI stuff , I have worked on various machine learning models and can add ope More
Hello Dear Client, after thoroughly reading your PROJECT DESCRIPTION i have clearly understood it and i would like to work with you. I am Certified PHD holder in SOFTWARE ENGINEERING and DEVELOPMENT. I am a skilled and More
i have successfully done lot of projects like image classification projects so i belive i can complete this very short time thank you.
Hi, I have got 5+ years of experience working with Python. I have got hands on experience in Computer Vision and Deep Learning models and NLP. I see you are in urgent need to hire someone for your project which makes m More
