SSBNet: Improving Visual Recognition Efficiency by Adaptive Sampling

• Main Authors: Kwan, Ho Man, Song, Shenghui
• Format: Journal Article
• Language: English
• Published: 23.07.2022
• Subjects: Computer Science - Artificial Intelligence; Computer Science - Computer Vision and Pattern Recognition; Computer Science - Learning

Downsampling is widely adopted to achieve a good trade-off between accuracy and latency for visual recognition. Unfortunately, the commonly used pooling layers are not learned, and thus cannot preserve important information. As another dimension reduction method, adaptive sampling weights and proces...