Extract Features from Image using Pretrained Model | Python

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Hackers Realm

Hackers Realm

Күн бұрын

Пікірлер: 31
@RajatShetty-ul1ux
@RajatShetty-ul1ux 9 ай бұрын
Hi sir, I'm trying to do a project using ml. I'm a mechanical engineering final year student. And I'm not getting any resources for using ml for feature extraction from microstructures of metal. Can you clear some of my doubts?
@arijitkumarkhanra389
@arijitkumarkhanra389 4 ай бұрын
Thanks for the video. I am currently working on EfficientNet and Topological data analysis. I have to extract features from the TDA and then from EfficientNet and then combine it and run it on SVM. Can it work there too?? Thanks again
@HackersRealm
@HackersRealm 4 ай бұрын
yes, you just have to change the model and use it. Use concat function to combine the features.
@luciesaintpierreedene8796
@luciesaintpierreedene8796 Жыл бұрын
Thank you sir, please can I use this extracted features for image classification using a lightweight transformer?
@HackersRealm
@HackersRealm Жыл бұрын
Yeah you can use this for any model you want, it will work!!
@ahmedhesham8883
@ahmedhesham8883 Жыл бұрын
Good Explanation, is it possible to extract important Features and use it to crop the image to see the output ?
@HackersRealm
@HackersRealm Жыл бұрын
It will be a multi step process. First you will localize the important object using some object detection model, then you can crop the images and extract features for that.
@VanshikaSharma-et7du
@VanshikaSharma-et7du 9 ай бұрын
@@HackersRealm after extracting features of the particular object, how can i use these features to detect if the same object is in another image? Like i found a person in a video and i need to find that if the same person is in another video
@HackersRealm
@HackersRealm 9 ай бұрын
@@VanshikaSharma-et7du that will be object detection and recognition, and there will be a series of steps you need to do for that
@pranavhshetty4538
@pranavhshetty4538 Жыл бұрын
can this features be used for defect detection projects
@HackersRealm
@HackersRealm Жыл бұрын
yes
@relationshipdestiny3355
@relationshipdestiny3355 9 ай бұрын
Can this code be used to extract finger vein images for a verification system?
@HackersRealm
@HackersRealm 9 ай бұрын
Yes, we can
@ashwinkumar5223
@ashwinkumar5223 Жыл бұрын
Wonderful. Please create train and test set from the extracted features and make new video. Thank you
@NorahALmousa
@NorahALmousa 10 ай бұрын
How can I extract specific features from the image using this method? For example, I went to extract just the face and other thing will be ignore ? Can I see the image after the feature extraction ? I mean print pic of the image to see how it looks .
@HackersRealm
@HackersRealm 10 ай бұрын
For those specific extraction, you need to try different methods... you could extract facial points using another model and extract the features like that.
@NorahALmousa
@NorahALmousa 10 ай бұрын
@@HackersRealm Thank you for the prompt response. Can you share model names or recommend resources? My main concern is whether feature extraction can ensure privacy preservation for some of the image pictures after we extract some of these features. Is it a viable approach?
@NorahALmousa
@NorahALmousa 10 ай бұрын
@@HackersRealm Also, can I use adversarial learning to preserve privacy in images by learning what features can be extracted?
@neeraj1rohilla
@neeraj1rohilla Жыл бұрын
Hi, please tell Can I supply my extracted features of image to CNN model to classify only? I mean Can I use CNN only for classification based on my algorithm's extracted features?
@HackersRealm
@HackersRealm Жыл бұрын
You could directly use fully connected layers to do the classification as the features are already extracted
@neeraj1rohilla
@neeraj1rohilla Жыл бұрын
​@@HackersRealm🙏. Can you suggest some code/video where I can see this kind of work
@HackersRealm
@HackersRealm Жыл бұрын
@@neeraj1rohilla i have done image caption generator in similar way, you could check that in the channel
@ixcsnyildirim8181
@ixcsnyildirim8181 Жыл бұрын
hi thnks sir, Can optimization algorithm be applied to extracted features?
@HackersRealm
@HackersRealm Жыл бұрын
yes we can do it
@adityapatil318
@adityapatil318 4 ай бұрын
apply pca
@chandrangshusarkar6070
@chandrangshusarkar6070 Жыл бұрын
sir can you pls telll me how LSTM can be implemented for object tracking
@HackersRealm
@HackersRealm Жыл бұрын
Is this for tracking object in video?
@muhammadramzan9543
@muhammadramzan9543 Жыл бұрын
How extract task specific features using this method.
@HackersRealm
@HackersRealm Жыл бұрын
what do you mean by task specific?
@Gpt.engineer717
@Gpt.engineer717 7 ай бұрын
How to extract features from a synthetic dataset that includes various inputs and outputs
@HackersRealm
@HackersRealm 7 ай бұрын
Could you share what type of data, we are dealing with? text, image, table?
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