Do Vision Transformers See Like Convolutional Neural Networks?

19 August 2021

Alexey Dosovitskiy

Papers citing "Do Vision Transformers See Like Convolutional Neural Networks?"

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Title
BrainSegDMlF: A Dynamic Fusion-enhanced SAM for Brain Lesion Segmentation H. Wang Yifeng Wu Huimin Huang Hongtao Wu Jia-Xuan Jiang ... Hao Zheng Xian Wu Yefeng Zheng Jinping Xu Jing Cheng MedIm 29 0 0 09 May 2025
Vision Transformers in Precision Agriculture: A Comprehensive Survey Saber Mehdipour Seyed Abolghasem Mirroshandel Seyed Amirhossein Tabatabaei 29 0 0 30 Apr 2025
LM-MCVT: A Lightweight Multi-modal Multi-view Convolutional-Vision Transformer Approach for 3D Object Recognition Songsong Xiong H. Kasaei 101 0 0 27 Apr 2025
ECViT: Efficient Convolutional Vision Transformer with Local-Attention and Multi-scale Stages Zhoujie Qian ViT 24 0 0 21 Apr 2025
Deep Learning with Pretrained Ínternal World' Layers: A Gemma 3-Based Modular Architecture for Wildfire Prediction Ayoub Jadouli Chaker El Amrani KELM AI4TS 76 0 0 20 Apr 2025
Resilience of Vision Transformers for Domain Generalisation in the Presence of Out-of-Distribution Noisy Images Hamza Riaz A. Smeaton 39 0 0 05 Apr 2025
HGFormer: Topology-Aware Vision Transformer with HyperGraph Learning Hao Wang Shuo Zhang Biao Leng ViT 73 0 0 03 Apr 2025
CellVTA: Enhancing Vision Foundation Models for Accurate Cell Segmentation and Classification Yang Yang Xijie Xu Yixun Zhou Jie Zheng ViT 38 0 0 01 Apr 2025
From Colors to Classes: Emergence of Concepts in Vision Transformers Teresa Dorszewski Lenka Tětková Robert Jenssen Lars Kai Hansen Kristoffer Wickstrøm 37 0 0 31 Mar 2025
Cal or No Cal? -- Real-Time Miscalibration Detection of LiDAR and Camera Sensors Ilir Tahiraj Jeremialie Swadiryus F. Fent Markus Lienkamp 34 0 0 31 Mar 2025
Filtering with Time-frequency Analysis: An Adaptive and Lightweight Model for Sequential Recommender Systems Based on Discrete Wavelet Transform Sheng Lu Mingxi Ge Jiuyi Zhang Wanli Zhu Guanjin Li Fangming Gu AI4TS 56 0 0 30 Mar 2025
Feature Learning beyond the Lazy-Rich Dichotomy: Insights from Representational Geometry Chi-Ning Chou Hang Le Yichen Wang SueYeon Chung 51 0 0 23 Mar 2025
Representational Similarity via Interpretable Visual Concepts Neehar Kondapaneni Oisin Mac Aodha Pietro Perona DRL 130 0 0 19 Mar 2025
On the Internal Representations of Graph Metanetworks Taesun Yeom Jaeho Lee GNN 54 0 0 12 Mar 2025
Partial Convolution Meets Visual Attention Haiduo Huang Fuwei Yang D. Li Ji Liu Lu Tian Jinzhang Peng Pengju Ren E. Barsoum 3DH 148 0 0 05 Mar 2025
Rethinking Light Decoder-based Solvers for Vehicle Routing Problems Ziwei Huang Jianan Zhou Zhiguang Cao Yixin Xu 31 1 0 02 Mar 2025
SolidMark: Evaluating Image Memorization in Generative Models Nicky Kriplani Minh Pham Gowthami Somepalli Chinmay Hegde Niv Cohen VLM 37 1 0 01 Mar 2025
Transformers with Joint Tokens and Local-Global Attention for Efficient Human Pose Estimation K. A. Kinfu René Vidal ViT 26 0 0 28 Feb 2025
Enhancing Explainability with Multimodal Context Representations for Smarter Robots Anargh Viswanath Lokesh Veeramacheneni Hendrik Buschmeier 36 0 0 28 Feb 2025
A Sliding Layer Merging Method for Efficient Depth-Wise Pruning in LLMs Xuan Ding Rui Sun Yunjian Zhang Xiu Yan Yueqi Zhou Kaihao Huang Suzhong Fu Angelica I Aviles-Rivero Chuanlong Xie Yao Zhu 108 1 0 26 Feb 2025
Bayesian Comparisons Between Representations Heiko H. Schütt FAtt 140 0 0 20 Feb 2025
Hypernym Bias: Unraveling Deep Classifier Training Dynamics through the Lens of Class Hierarchy Roman Malashin Valeria Yachnaya Alexander Mullin 39 1 0 17 Feb 2025
A Self-supervised Multimodal Deep Learning Approach to Differentiate Post-radiotherapy Progression from Pseudoprogression in Glioblastoma A. Gomaa Yixing Huang Pluvio Stephan Katharina Breininger Benjamin Frey ... U. Gaipl Christoph Bert R. Fietkau M. Schmidt F. Putz 84 0 0 06 Feb 2025
Unified CNNs and transformers underlying learning mechanism reveals multi-head attention modus vivendi Ella Koresh Ronit D. Gross Yuval Meir Yarden Tzach Tal Halevi Ido Kanter ViT 46 0 0 22 Jan 2025
KM-UNet KAN Mamba UNet for medical image segmentation Yibo Zhang Mamba 37 0 0 05 Jan 2025
Navigating the Maze of Explainable AI: A Systematic Approach to Evaluating Methods and Metrics Lukas Klein Carsten T. Lüth U. Schlegel Till J. Bungert Mennatallah El-Assady Paul F. Jäger XAI ELM 34 2 0 03 Jan 2025
Measuring Error Alignment for Decision-Making Systems Binxia Xu Antonis Bikakis Daniel Onah A. Vlachidis Luke Dickens 36 0 0 03 Jan 2025
How not to Stitch Representations to Measure Similarity: Task Loss Matching versus Direct Matching András Balogh Márk Jelasity 72 0 0 15 Dec 2024
Learning Visual Abstract Reasoning through Dual-Stream Networks Kai Zhao Chang Xu Bailu Si 109 2 0 29 Nov 2024
MicroCrackAttentionNeXt: Advancing Microcrack Detection in Wave Field Analysis Using Deep Neural Networks through Feature Visualization Fatahlla Moreh Yusuf Hasan Bilal Zahid Hussain Mohammad Ammar Sven Tomforde 29 0 0 15 Nov 2024
Joint multi-dimensional dynamic attention and transformer for general image restoration Huan Zhang Xu Zhang Nian Cai Jianglei Di Yun Zhang ViT 35 1 0 12 Nov 2024
Collective Model Intelligence Requires Compatible Specialization Jyothish Pari Samy Jelassi Pulkit Agrawal MoMe 38 1 0 04 Nov 2024
Preventing Model Collapse in Deep Canonical Correlation Analysis by Noise Regularization Junlin He Jinxiao Du Susu Xu Wei Ma 16 0 0 01 Nov 2024
Enhancing Brain Tumor Classification Using TrAdaBoost and Multi-Classifier Deep Learning Approaches Mahin Mohammadi Saman Jamshidi 27 1 0 31 Oct 2024
Decoupling Semantic Similarity from Spatial Alignment for Neural Networks Tassilo Wald Constantin Ulrich Gregor Köhler David Zimmerer Stefan Denner Michael Baumgartner Fabian Isensee Priyank Jaini Klaus H. Maier-Hein 38 0 0 30 Oct 2024
Dimensionality-induced information loss of outliers in deep neural networks Kazuki Uematsu Kosuke Haruki Taiji Suzuki Mitsuhiro Kimura Takahiro Takimoto Hideyuki Nakagawa 18 0 0 29 Oct 2024
Is Smoothness the Key to Robustness? A Comparison of Attention and Convolution Models Using a Novel Metric Baiyuan Chen MLT 18 0 0 23 Oct 2024
TAS: Distilling Arbitrary Teacher and Student via a Hybrid Assistant Guopeng Li Qiang Wang K. Yan Shouhong Ding Yuan Gao Gui-Song Xia 30 0 0 16 Oct 2024
Is Less More? Exploring Token Condensation as Training-free Test-time Adaptation Zixin Wang Dong Gong Sen Wang Zi Huang Yadan Luo VLM 34 0 0 16 Oct 2024
MMFuser: Multimodal Multi-Layer Feature Fuser for Fine-Grained Vision-Language Understanding Yue Cao Yangzhou Liu Zhe Chen Guangchen Shi Wenhai Wang Danhuai Zhao Tong Lu 41 5 0 15 Oct 2024
Domain-Conditioned Transformer for Fully Test-time Adaptation Yushun Tang Shuoshuo Chen Jiyuan Jia Yi Zhang Zhihai He 23 2 0 14 Oct 2024
Locality Alignment Improves Vision-Language Models Ian Covert Tony Sun James Y. Zou Tatsunori Hashimoto VLM 64 3 0 14 Oct 2024
A Transformer Based Generative Chemical Language AI Model for Structural Elucidation of Organic Compounds Xiaofeng Tan 14 1 0 13 Oct 2024
A New Perspective to Boost Performance Fairness for Medical Federated Learning Yunlu Yan Lei Zhu Yuexiang Li Xinxing Xu Rick Siow Mong Goh Yong Liu Salman Khan Chun-Mei Feng FedML OOD 32 0 0 12 Oct 2024
Audio Description Generation in the Era of LLMs and VLMs: A Review of Transferable Generative AI Technologies Yingqiang Gao Lukas Fischer Alexa Lintner Sarah Ebling 31 0 0 11 Oct 2024
Brain Mapping with Dense Features: Grounding Cortical Semantic Selectivity in Natural Images With Vision Transformers Andrew F. Luo Jacob Yeung Rushikesh Zawar Shaurya Dewan Margaret M. Henderson Leila Wehbe Michael J. Tarr 34 3 0 07 Oct 2024
HMT-Grasp: A Hybrid Mamba-Transformer Approach for Robot Grasping in Cluttered Environments Songsong Xiong H. Kasaei 36 0 0 04 Oct 2024
Domain Aware Multi-Task Pretraining of 3D Swin Transformer for T1-weighted Brain MRI Jonghun Kim Mansu Kim Hyunjin Park MedIm ViT 11 0 0 01 Oct 2024
The Overfocusing Bias of Convolutional Neural Networks: A Saliency-Guided Regularization Approach David Bertoin Eduardo Hugo Sanchez Mehdi Zouitine Emmanuel Rachelson 23 0 0 25 Sep 2024
Progressive Representation Learning for Real-Time UAV Tracking Changhong Fu Xiang Lei Haobo Zuo L. Yao Guangze Zheng Jia-Yu Pan AI4TS 32 4 0 25 Sep 2024