Results 251 to 260 of about 1,683,190 (291)

Rethinking Vision Transformers for MobileNet Size and Speed

IEEE International Conference on Computer Vision, 2022
With the success of Vision Transformers (ViTs) in computer vision tasks, recent arts try to optimize the performance and complexity of ViTs to enable efficient deployment on mobile devices.
Yanyu Li   +7 more
semanticscholar   +1 more source

PolaFormer: Polarity-aware Linear Attention for Vision Transformers

International Conference on Learning Representations
Linear attention has emerged as a promising alternative to softmax-based attention, leveraging kernelized feature maps to reduce complexity from quadratic to linear in sequence length.
Weikang Meng   +4 more
semanticscholar   +1 more source

Hypergraph Vision Transformers: Images are More than Nodes, More than Edges

Computer Vision and Pattern Recognition
Recent advancements in computer vision have highlighted the scalability of Vision Transformers (ViTs) across various tasks, yet challenges remain in balancing adaptability, computational efficiency, and the ability to model higher-order relationships ...
Joshua Fixelle
semanticscholar   +1 more source

Sufficient Vision Transformer

Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2022
Zhi Cheng   +4 more
openaire   +1 more source

Hibou: A Family of Foundational Vision Transformers for Pathology

arXiv.org
Pathology, the microscopic examination of diseased tissue, is critical for diagnosing various medical conditions, particularly cancers. Traditional methods are labor-intensive and prone to human error.
Dmitry Nechaev   +2 more
semanticscholar   +1 more source

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