Closed

Transfer Learning for Aerial Image Recognition - Computer Vision

Job Description:

Data set: the NWPU aerial data set contains 45 categories of 700 images for each category in 256x256 RGB format. The data set can be downloaded from:

Figure 1. Examples of the images and labels

More details of the dataset can be found at:

For the project, the data set should be partitioned into training (500 images), validation (100 images), and test (100 images) for each category.

(1) Fisher Vector aggregation of conv features [40pts], Use pre-trained VGG16 network [[login to view URL]] to compute pool 5 features, scaling the input from 256x256 to 224x224, this feature will be 512 x (7x7) in dimension. Compute the PCA and GMM of this 49 dimensional conv feature by randomly sampling 50 images from all 45 classes, for kd=[16, 24] and nc =[64, 128], compute FV aggregations (total 4 sizes), and benchmark the accuracy and show the 45-class confusion map using leave 1 out(L1O) SVM classifier.

Show your implementation here also:

function [training_pool_features]=getVGG16Pool5Features(im_dir)

....

function [A, gmm]=trainGMM(training_features, kds, ncs)

....

(2) Subspace Transfer Learning(60pts), for the FV features in step 1), compute its PCA and plot its eigen values, choose appropriate PCA low dimension embedding, and apply LDA and LPP learning, and plot 45-class confusion map with L1O SVM classification:

(3) Transfer learning with MLP [50pts]: for all 4 FVs with different kd x nc combination, design a MLP network (dense linear projection) to aggregate them with softMax loss, and show final accuracy and confusion map. Hint: a suggested MLP arch:

Skills: Python, Computer Vision, Deep Learning

About the Client:
( 6 reviews ) Kharkiv, Ukraine

Project ID: #35390511

21 freelancers are bidding on average $182 for this job

nrajuu07

Hello! I hope you and your loved ones are happy &healthy! I am glad to see your freelancing project on machine learning. I am pleased to inform you that I can complete the project according to your requirement in the s More

$150 USD in 7 days
(66 Reviews)
5.7
trostnickovo

Hello I am a professional programmer with rich experiences with c/c++/c#,java,python and javascript. I have read your description. I understand your requirement and am full of confidence since I have experiences that p More

$140 USD in 7 days
(16 Reviews)
4.8
bizzarriandrea81

Computer Vision & Transfer Learning Expert Here.

$140 USD in 7 days
(14 Reviews)
4.6
sybacdesigner

Hi. How about you? I have just read your proposal and I am sure I can complete the project on time. I am an expert in ML/DL , vision who has 10+ years of experiences. Please contact me to discuss about the project in More

$140 USD in 7 days
(9 Reviews)
4.4
brunoborges94

Hello! Thanks for your job posting. I just checked your project carefully. It is an ideal match for my skills and experience. I have rich experience in . I can start working immediately and can deliver to tight deadlin More

$150 USD in 7 days
(18 Reviews)
4.0
danilosantanadev

Hi there. As a Senior developer with over 6 years of development experience, I can complete your task perfectly immediately. I'm very familiar with Python, Django, C++, Java, and Flask. Especially, Python is my core More

$140 USD in 7 days
(2 Reviews)
3.5
cccaliforniacash

Hello. I have 11 years experience in Python programming. I am very familiar with AI, ML, DL, NLP, Computer Vision, Image processing, Web Scraping, Trading bot, Data processing, Data Extraction, Data Mining, etc. So, I More

$150 USD in 2 days
(2 Reviews)
3.6
DoubleMU

Hello, I hope everything is well with you. I read your job description and I'm able to finish the aerial image recognition project with good quality. I'm a machine learning engineer with 4 years of experience with Pyth More

$150 USD in 3 days
(3 Reviews)
3.1
mcollinscalz

Hello am Collins and am a Machine Learning expert, I have gone through your project requirements and I can assist. I will be able to implement the Fisher Vector aggregation of conv features , Use pre-trained VGG16 netw More

$220 USD in 7 days
(10 Reviews)
3.5
engrhassanwali

Hi. I have read your project description in detail. I am Certified Programmer and have 05 years of experience in Artificial Intelligence, Deep Learning, Machine Learning, Python, MATLAB, Data Science, OpenCV, Neural Ne More

$250 USD in 7 days
(1 Review)
2.3
ianm62118

Greetings I hope you're doing well. I have skills in Deep Learning, Python and Computer Vision. I have done similar projects and I can deliver quality and superior work at a price we are both comfortable with and withi More

$150 USD in 3 days
(0 Reviews)
1.1
tkmaina868

Yo! I am interested in your project Transfer Learning for Aerial Image Recognition - Computer Vision I have completed similar papers in the past and can assure you of exceptional and original work within the agreed dea More

$150 USD in 2 days
(0 Reviews)
0.0
mohamadrezanj76

I am expert in artificial intelligence, my main major is artificial intelligence and my master thesis is about computer vision and neural net works. I have done many projects in the field of machine learning and I hav More

$140 USD in 7 days
(0 Reviews)
0.0
devastatingram

Hello, Nice meet you! I have read your project requirements and then I am sure I can complete that project. I can help you. Thank you.

$140 USD in 7 days
(0 Reviews)
0.0
yvkvamsikrish

I have experience in building computer vision projects , have been working from the time of vgg16 , resnet, MLPs , CNN to present Vision Transformer . I am passionate and skilled in delivering AI projects .

$135 USD in 7 days
(0 Reviews)
0.0