Data-Aware Adaptive Pruning Model Compression Algorithm Based on a Group Attention Mechanism and Reinforcement Learning
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Access"
DOI: 10.1109/access.2022.3188119
Abstract: The success of convolutional neural networks (CNNs) benefits from the stacking of convolutional layers, which improves the model’s receptive field for image data but also causes a decrease in inference speed. To improve the inference… read more here.
Keywords: attention mechanism; aware adaptive; reinforcement learning; data aware ... See more keywords
The Lighter The Better: Rethinking Transformers in Medical Image Segmentation Through Adaptive Pruning
Sign Up to like & getrecommendations! Published in 2022 at "IEEE transactions on medical imaging"
DOI: 10.48550/arxiv.2206.14413
Abstract: Vision transformers have recently set off a new wave in the field of medical image analysis due to their remarkable performance on various computer vision tasks. However, recent hybrid-/transformer-based approaches mainly focus on the benefits… read more here.
Keywords: medical image; transformers medical; segmentation; adaptive pruning ... See more keywords