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Crowd Counting on Heavily Compressed Images with Curriculum Pre-Training

Crowd Counting on Heavily Compressed Images with Curriculum Pre-Training

JPEG image compression algorithm is a widely used technique for image size reduction in edge and cloud computing settings. However, applying such lossy compression on images processed by deep neural networks can lead to significant accuracy degradation. Inspired by the curriculum learning paradigm, we propose a training approach called curriculum …