Questions tagged [template-matching]

6 questions
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JD-CV Matching: Cosine Similarity Not Performing Well

im working on a JD-CV matching system using Sentence Transformers (all-MiniLM-L6-v2) for embedding generation. I'm currently calculating cosine similarity between JD and CV embeddings, but the results are not very accurate.
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Does rule-based image processing count as AI?

I'm quite new to the field of AI and I currently find it hard to precisely inclose the broad field of AI. Especially the aspect of image processing isn't quite clear to me. So far I've done rule-based approaches with image processing, e.g. things…
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Can I use a CNN for template matching, so that there is robustness, as the background of the target image is not that good?

I have to extract part of a source image, then I have to check if it is similar or almost similar to any of the 10 target images, so that I can do further processing on that one specific target image, which is similar to the source image. It's like…
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Should I use U-net to label keys in a keyboard image?

This is a 600*800 image. Which algorithm/model should I use to get an image like the one below, in which each key is detected and labeled by a rectangle? I guess this is some kind of a segmentation problem where U-net is the most popular algorithm,…
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Which meta-learning approach selection methodology should I use for similarity learning of an image?

Meta-learning has 3 broad approaches: model, metric and optimization-based approach. Each of them has its own sub-approach, like matching network, meta-agonistic and Siamese-based network, and so on. How do I decide which approach to select for a…
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What is the best lightweight alternative to VGG16 for image fingerprinting?

I am using a VGG16 model with the classification layer stripped off to generate vectors for an intermediate stage of an image fingerprinting algorithm. It works well, but VGG16 is a little hefty, and I was wondering what suggestions the community…