Demystify Transformers & Convolutions in Modern Image Deep Networks

Vision transformers have gained popularity recently, leading to the development of new vision backbones with improved features and consistent performance gains. However, these advancements are not solely attributable to novel feature transformation designs; certain benefits also arise from advanced...

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Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 47(2025), 4 vom: 28. Apr., Seite 2416-2428
1. Verfasser: Hu, Xiaowei (VerfasserIn)
Weitere Verfasser: Shi, Min, Wang, Weiyun, Wu, Sitong, Xing, Linjie, Wang, Wenhai, Zhou, Xizhou, Lu, Lewei, Zhou, Jie, Wang, Xiaogang, Qiao, Yu, Dai, Jifeng
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2025
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article