Machine Learning / Machine Vision

$1500-3000 AUD

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Postuar

over 6 years ago

$1500-3000 AUD

Paguhet në dorëzim

We have a production line that irons and folds bed sheets at a very fast rate (about 1200 per hour). Because they are processed so quickly, it is impossible for a human to inspect these sheets for things such as stains or holes. I have a short video of our production line here: [login to view URL] We are looking for a machine vision system whereby a camera looks at the sheets as they pass through on the conveyor and detects any stains or holes that may be present. We would need a system that we could teach what the stains are and what they look like. For example, we could show it a batch of sheets with rust stains so it knows what these look like. It would also be good to be able to retrain the system at a later date in case the type of stains change over time or if we discover that the system misses certain stains. First step of the system would be to actually detect the sheet itself. Then, if the system detects a stain or hole on that sheet, it would then output a message on a screen so that the person at the end of the production line could pull the sheet out. There is an approximately 8 second delay between the point of inspection and where the sheet comes out of the production line, so this would need to be factored in. I am unsure if this could be done with off the shelf products (ie: camera, small computer, etc), however this would be ideal as we are looking for a relatively low cost solution. I'm happy to work with the successful freelancer to further work on how this may work in a practical sense, the above is just what I think is the best way to go about it.

Algorithm

Artificial Intelligence

Machine Learning (ML)

Matlab and Mathematica

Python

ID e Projektit: 15407054

Rreth projektit

16 propozime

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Aktive 6 yrs ago

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@Magicspell

I think we can discuss on various possibilities on this. I can apply sensors and electronics along with Machine learning technique. Relevant Skills and Experience Machine Learning, Artificial Intelligence, Python, Embedded Systems Proposed Milestones $2500 AUD - Milestones Please check profile/portfolio for details. Thank you!

$2 500 AUD në 60 ditë

5,0

(3 përshtypje)

2,9

16 freelancers are bidding on average $2 935 AUD for this job

@ognjen011

Hi! I recommend we setup a small pilot project where we would get some example videos and see what we can do with that. Ping me for a chat Relevant Skills and Experience Machine learning, Computer Vision, MATLAB, Python Proposed Milestones $2894 AUD - Ballpark

$2 894 AUD në 30 ditë

5,0

(143 përshtypje)

6,6

@aminariaz

sir i can help u with this project this is a dummy bid i can give u an exact estimate after we discuss the project hopping for your kind consideration Relevant Skills and Experience i have done masters in computer engg with specialization in image processing and pattern recognition Proposed Milestones $1666 AUD - complete

$1 666 AUD në 30 ditë

4,9

(102 përshtypje)

6,1

@roboticres

Sounds very good, I am post doc researcher at robotics lab in Paris. My working area is about robotics vision and slam algorithm. I have great experiences on Image processing. Relevant Skills and Experience My master and PhD is about image processing computer vision. I can do your project. we can discuss details. Proposed Milestones $2500 AUD - Project delivery

$2 500 AUD në 30 ditë

4,9

(26 përshtypje)

5,0

@TheAVashe

Detect 1)sheets 2)stains 3)holes from samples, identify using images, 2 & 3 in new samples with small computer + cam (C++/Python) Relevant Skills and Experience 1) Developed solutions for real-time footpath identification from monocular cam and small computer <1.6Ghz, 2GB RAM, C++ & OpenCV. 2) Developed system for server-client model to process huge 4D point-clouds on server, and visualize on tablet or smartphone using web-browser (remote) 3) 5+ yrs with Matlab, Python, C++ coding for research papers, uni assgnmts Regarding your concerns: Yes, it is possible to devise such solution at low cost (hardware + software). DATA: To begin with we need 10 videos (let's say) of ironing process (like your link, with some adjustments THAT I'LL ASK) of 10 mins each. A recording with just 30 FPS is suitable. All sheets or stains NOT needed (as are WHITE), since image processing can help much to detect rust (color, texture) that differs from cloth. Similarly, for holes (black background (ADJUSTMENTS etc.). Adding DATA? Yes, later new sheets, stains can be identified SetUp: 2 cams, black test-bed, software installation Proposed Milestones $700 AUD - 1st: Prepare data, model selection (SVM etc.), train $500 AUD - 2nd: Test on new data, tune model $500 AUD - 3rd: Attach GUI, clean & package code, assist in installation & run More? Initiate chat for discussion as I've lot more to say but the word limit obstructs it. About me: Research assistant at computer vision dept. AI applications, NOTE: Funds from this project shall go for paper publication, shall promote your firm, if you sponsor RnD developing tool/software Thank you!

$1 700 AUD në 31 ditë

4,9

(18 përshtypje)

4,3

@abraham66

detecting such stains is an application of machine learning and computer vision. can you provide training data, e.g. videos of sheets with stains/holes? Relevant Skills and Experience Got my PhD in machine learning and i work as a data scientist in one of the big 4 consulting firms here in chicago. Proposed Milestones $5555 AUD - TBD

$5 555 AUD në 90 ditë