Pruning Self-Attentions Into Convolutional Layers in Single Path-Reference-Cited by-同舟云学术

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Pruning Self-Attentions Into Convolutional Layers in Single Path

Published:2024-05 Issue:5 Volume:46 Page:3910-3922
ISSN:0162-8828
Container-title:IEEE Transactions on Pattern Analysis and Machine Intelligence
language:
Short-container-title:IEEE Trans. Pattern Anal. Mach. Intell.

Author:

He Haoyu¹^ORCID,Cai Jianfei¹^ORCID,Liu Jing¹^ORCID,Pan Zizheng¹^ORCID,Zhang Jing²^ORCID,Tao Dacheng³^ORCID,Zhuang Bohan¹^ORCID

Affiliation:

1. Department of Data Science and AI, Faculty of IT, Monash University, Clayton, VIC, Australia

2. Faculty of Engineering, The University of Sydney, Camperdown, NSW, Australia

3. School of Computer Science and Engineering, Nanyang Technological University, Singapore

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Link

http://xplorestaging.ieee.org/ielx7/34/10490207/10409620.pdf?arnumber=10409620

Reference85 articles.

1. An image is worth 16x16 words: Transformers for image recognition at scale;Dosovitskiy

2. Scalable Vision Transformers with Hierarchical Pooling

3. Swin Transformer: Hierarchical Vision Transformer using Shifted Windows

4. Training data-efficient image transformers & distillation through attention;Touvron

5. VSA: Learning Varied-Size Window Attention in Vision Transformers

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1. Simultaneous image patch attention and pruning for patch selective transformer;Image and Vision Computing;2024-10

2. TPC-NAS for ViTs: A Systematic Approach to Improve Vision Transformer Performance with Total Path Count;2024 International Joint Conference on Neural Networks (IJCNN);2024-06-30

3. Transformers for Remote Sensing: A Systematic Review and Analysis;Sensors;2024-05-29

4. AMATrack: A Unified Network With Asymmetric Multimodal Mixed Attention for RGBD Tracking;IEEE Transactions on Instrumentation and Measurement;2024

5. Simultaneous Image Patch Attention and Pruning for Patch Selective Transformer;2024

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