Nearest-neighbor interpolation matches multi-scale deep super-resolution performance for vehicle detection on 4x-upscaled xView satellite imagery, with a 0.0002 AP difference.
Ledig et al., Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network, in 2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017
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A Comparison of Super-Resolution and Nearest Neighbors Interpolation Applied to Object Detection on Satellite Data
Nearest-neighbor interpolation matches multi-scale deep super-resolution performance for vehicle detection on 4x-upscaled xView satellite imagery, with a 0.0002 AP difference.