In a bag-of-words image retrieval benchmark on ImageNet, handcrafted SURF outperforms CNN-based local feature detectors overall, while CNN methods like LIFT excel under blur and noise.
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A Comparison of CNN and Classic Features for Image Retrieval
In a bag-of-words image retrieval benchmark on ImageNet, handcrafted SURF outperforms CNN-based local feature detectors overall, while CNN methods like LIFT excel under blur and noise.