ConvNets vs. Transformers: Whose Visual Representations are More
Transferable?

ConvNets vs. Transformers: Whose Visual Representations are More Transferable?

11 August 2021

Papers citing "ConvNets vs. Transformers: Whose Visual Representations are More Transferable?"

16 / 16 papers shown

Title
A multi-scale vision transformer-based multimodal GeoAI model for mapping Arctic permafrost thaw Wenwen Li Chia-Yu Hsu Sizhe Wang Zhining Gu Yili Yang Brendan M. Rogers A. Liljedahl 57 0 0 23 Apr 2025
CrisisViT: A Robust Vision Transformer for Crisis Image Classification Zijun Long R. McCreadie Muhammad Imran 72 9 0 05 Jan 2024
Feature Extraction for Generative Medical Imaging Evaluation: New Evidence Against an Evolving Trend M. Woodland Austin Castelo Mais Al Taie Jessica Albuquerque Marques Silva Mohamed Eltaher ... Austin Castelo Suprateek Kundu Joshua P. Yung Ankit B. Patel Kristy K. Brock MedIm AAML 30 10 0 22 Nov 2023
MTLSegFormer: Multi-task Learning with Transformers for Semantic Segmentation in Precision Agriculture D. Gonçalves J. M. Junior Pedro Zamboni H. Pistori Jonathan Li Keiller Nogueira W. Gonçalves 35 5 0 04 May 2023
Multimodal Hyperspectral Image Classification via Interconnected Fusion Lu Huo Jiahao Xia Leijie Zhang Haimin Zhang Min Xu 17 2 0 02 Apr 2023
Self-attention in Vision Transformers Performs Perceptual Grouping, Not Attention Paria Mehrani John K. Tsotsos 25 24 0 02 Mar 2023
Finding Differences Between Transformers and ConvNets Using Counterfactual Simulation Testing Nataniel Ruiz Sarah Adel Bargal Cihang Xie Kate Saenko Stan Sclaroff ViT 23 5 0 29 Nov 2022
How Well Do Vision Transformers (VTs) Transfer To The Non-Natural Image Domain? An Empirical Study Involving Art Classification Vincent Tonkes M. Sabatelli ViT 25 6 0 09 Aug 2022
Semi-Supervised Segmentation of Mitochondria from Electron Microscopy Images Using Spatial Continuity Yunpeng Xiao Youpeng Zhao Ge Yang 17 3 0 06 Jun 2022
UniFormer: Unifying Convolution and Self-attention for Visual Recognition Kunchang Li Yali Wang Junhao Zhang Peng Gao Guanglu Song Yu Liu Hongsheng Li Yu Qiao ViT 142 361 0 24 Jan 2022
UniFormer: Unified Transformer for Efficient Spatiotemporal Representation Learning Kunchang Li Yali Wang Peng Gao Guanglu Song Yu Liu Hongsheng Li Yu Qiao ViT 31 238 0 12 Jan 2022
Exploiting Both Domain-specific and Invariant Knowledge via a Win-win Transformer for Unsupervised Domain Adaptation Wen-hui Ma Jinming Zhang Shuang Li Chi Harold Liu Yulin Wang Wei Li ViT 16 11 0 25 Nov 2021
nnFormer: Interleaved Transformer for Volumetric Segmentation Hong-Yu Zhou J. Guo Yinghao Zhang Lequan Yu Liansheng Wang Yizhou Yu ViT MedIm 24 306 0 07 Sep 2021
TVT: Transferable Vision Transformer for Unsupervised Domain Adaptation Jinyu Yang Jingjing Liu N. Xu Junzhou Huang 20 125 0 12 Aug 2021
Aggregated Residual Transformations for Deep Neural Networks Saining Xie Ross B. Girshick Piotr Dollár Z. Tu Kaiming He 291 10,216 0 16 Nov 2016
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 264 5,326 0 05 Nov 2016