How to train your ViT? Data, Augmentation, and Regularization in Vision Transformers

18 June 2021

Papers citing "How to train your ViT? Data, Augmentation, and Regularization in Vision Transformers"

50 / 415 papers shown

Title
Vote&Mix: Plug-and-Play Token Reduction for Efficient Vision Transformer Shuai Peng Di Fu Baole Wei Yong Cao Liangcai Gao Zhi Tang ViT 45 1 0 30 Aug 2024
Symmetric masking strategy enhances the performance of Masked Image Modeling Khanh-Binh Nguyen Chae Jung Park 34 0 0 23 Aug 2024
Supervised Representation Learning towards Generalizable Assembly State Recognition Tim J. Schoonbeek Goutham Balachandran H. Onvlee Tim Houben Shao-Hsuan Hung Jacek Kustra Peter H. N. de With Fons van der Sommen 42 1 0 21 Aug 2024
Focus on Focus: Focus-oriented Representation Learning and Multi-view Cross-modal Alignment for Glioma Grading Li Pan Yupei Zhang Qiushi Yang Tan Li Xiaohan Xing Maximus C. F. Yeung Zhen Chen 45 1 0 16 Aug 2024
Beyond Uniform Query Distribution: Key-Driven Grouped Query Attention Zohaib Khan Muhammad Khaquan Omer Tafveez Burhanuddin Samiwala Agha Ali Raza 38 3 0 15 Aug 2024
Downstream Transfer Attack: Adversarial Attacks on Downstream Models with Pre-trained Vision Transformers Weijie Zheng Xingjun Ma Hanxun Huang Zuxuan Wu Yu-Gang Jiang AAML 37 0 0 03 Aug 2024
Privacy-Preserving Split Learning with Vision Transformers using Patch-Wise Random and Noisy CutMix Yang Jin Sihun Baek Lei Zhang Hyelin Nam Praneeth Vepakomma Ramesh Raskar Mehdi Bennis Seong-Lyun Kim 36 2 0 02 Aug 2024
Safetywashing: Do AI Safety Benchmarks Actually Measure Safety Progress? Richard Ren Steven Basart Adam Khoja Alice Gatti Long Phan ... Alexander Pan Gabriel Mukobi Ryan H. Kim Stephen Fitz Dan Hendrycks ELM 26 21 0 31 Jul 2024
Mixture of Nested Experts: Adaptive Processing of Visual Tokens Gagan Jain Nidhi Hegde Aditya Kusupati Arsha Nagrani Shyamal Buch Prateek Jain Anurag Arnab Sujoy Paul MoE 48 7 0 29 Jul 2024
Depth-Wise Convolutions in Vision Transformers for Efficient Training on Small Datasets Tianxiao Zhang Wenju Xu Bo Luo Guanghui Wang ViT MDE 40 7 0 28 Jul 2024
A Survey on Cell Nuclei Instance Segmentation and Classification: Leveraging Context and Attention João D. Nunes D. Montezuma Domingos Oliveira Tania Pereira Jaime S. Cardoso 49 1 0 26 Jul 2024
Hybrid Deep Learning-Based for Enhanced Occlusion Segmentation in PICU Patient Monitoring Mario Francisco Munoz Hoang Vu Huy Thanh-Dung Le 42 1 0 18 Jul 2024
Turbo: Informativity-Driven Acceleration Plug-In for Vision-Language Large Models Chen Ju Haicheng Wang Haozhe Cheng Xu Chen Zhonghua Zhai Weilin Huang Jinsong Lan Shuai Xiao Bo Zheng VLM 49 5 0 16 Jul 2024
Adaptive Parametric Activation Konstantinos Panagiotis Alexandridis Jiankang Deng Anh Nguyen Shan Luo 41 2 0 11 Jul 2024
Fish-Vista: A Multi-Purpose Dataset for Understanding & Identification of Traits from Images Kazi Sajeed Mehrab M. Maruf Arka Daw Harish Babu Manogaran Abhilash Neog ... Paula Mabee Wasila Dahdul Anuj Karpatne Wasila M Dahdul Anuj Karpatne 41 4 0 10 Jul 2024
CTRL-F: Pairing Convolution with Transformer for Image Classification via Multi-Level Feature Cross-Attention and Representation Learning Fusion Hosam S. El-Assiouti Hadeer El-Saadawy M. Al-Berry M. Tolba ViT 52 0 0 09 Jul 2024
Image-Conditional Diffusion Transformer for Underwater Image Enhancement Xingyang Nie Su Pan Xiaoyu Zhai Shifei Tao Fengzhong Qu Biao Wang Huilin Ge Guojie Xiao 34 2 0 07 Jul 2024
Precision at Scale: Domain-Specific Datasets On-Demand Jesús M. Rodríguez-de-Vera Imanol G. Estepa Ignacio Sarasúa Bhalaji Nagarajan P. Radeva 36 2 0 03 Jul 2024
PathAlign: A vision-language model for whole slide images in histopathology Faruk Ahmed Andrew Sellergren Lin Yang Shawn Xu Boris Babenko ... S. Shetty Daniel Golden Yun-hui Liu David F. Steiner Ellery Wulczyn LM&MA VLM 36 15 0 27 Jun 2024
Towards Efficient and Scalable Training of Differentially Private Deep Learning Sebastian Rodriguez Beltran Marlon Tobaben Niki Loppi Antti Honkela 34 0 0 25 Jun 2024
A Simple Framework for Open-Vocabulary Zero-Shot Segmentation Thomas Stegmüller Tim Lebailly Nikola Dukic Behzad Bozorgtabar Tinne Tuytelaars Jean-Philippe Thiran VLM 39 1 0 23 Jun 2024
Potion: Towards Poison Unlearning Stefan Schoepf Jack Foster Alexandra Brintrup AAML MU 49 7 0 13 Jun 2024
UDON: Universal Dynamic Online distillatioN for generic image representations Nikolaos-Antonios Ypsilantis Kaifeng Chen André Araujo Ondřej Chum 43 3 0 12 Jun 2024
Towards Fundamentally Scalable Model Selection: Asymptotically Fast Update and Selection Wenxiao Wang Weiming Zhuang Lingjuan Lyu 44 0 0 11 Jun 2024
Adapters Strike Back Jan-Martin O. Steitz Stefan Roth 27 5 0 10 Jun 2024
Adapting Pretrained ViTs with Convolution Injector for Visuo-Motor Control Dongyoon Hwang ByungKun Lee Hojoon Lee Hyunseung Kim Jaegul Choo 53 0 0 10 Jun 2024
Nomic Embed Vision: Expanding the Latent Space Zach Nussbaum Brandon Duderstadt Andriy Mulyar VLM 33 5 0 06 Jun 2024
Parameter-Inverted Image Pyramid Networks Xizhou Zhu Xue Yang Zhaokai Wang Hao Li Wenhan Dou Junqi Ge Lewei Lu Yu Qiao Jifeng Dai 47 0 0 06 Jun 2024
M3LEO: A Multi-Modal, Multi-Label Earth Observation Dataset Integrating Interferometric SAR and RGB Data Matthew J Allen Francisco Dorr Joseph A. Gallego-Mejia Laura Martínez-Ferrer Anna Jungbluth Freddie Kalaitzis Raúl Ramos-Pollán 33 3 0 06 Jun 2024
Reassessing How to Compare and Improve the Calibration of Machine Learning Models M. Chidambaram Rong Ge 74 1 0 06 Jun 2024
SpikeZIP-TF: Conversion is All You Need for Transformer-based SNN Kang You Zekai Xu Chen Nie Zhijie Deng Qinghai Guo Xiang Wang Zhezhi He 40 10 0 05 Jun 2024
Choice of PEFT Technique in Continual Learning: Prompt Tuning is Not All You Need Martin Wistuba Prabhu Teja Sivaprasad Lukas Balles Giovanni Zappella 32 0 0 05 Jun 2024
On the Nonlinearity of Layer Normalization Yunhao Ni Yuxin Guo Junlong Jia Lei Huang 39 4 0 03 Jun 2024
Searching for internal symbols underlying deep learning J. H. Lee Sujith Vijayan AI4CE 35 0 0 31 May 2024
Improving Object Detector Training on Synthetic Data by Starting With a Strong Baseline Methodology Frank Ruis Alma M. Liezenga Friso G. Heslinga Luca Ballan Thijs A. Eker Richard J. M. den Hollander Martin C. van Leeuwen Judith Dijk Wyke Huizinga 38 4 0 30 May 2024
Wavelet-Based Image Tokenizer for Vision Transformers Zhenhai Zhu Radu Soricut ViT 50 3 0 28 May 2024
MSPE: Multi-Scale Patch Embedding Prompts Vision Transformers to Any Resolution Wenzhuo Liu Fei Zhu Shijie Ma Cheng-Lin Liu 30 4 0 28 May 2024
Activator: GLU Activation Function as the Core Component of a Vision Transformer Abdullah Nazhat Abdullah Tarkan Aydin ViT 43 0 0 24 May 2024
Configuring Data Augmentations to Reduce Variance Shift in Positional Embedding of Vision Transformers Bum Jun Kim Sang Woo Kim ViT 43 1 0 23 May 2024
LookHere: Vision Transformers with Directed Attention Generalize and Extrapolate A. Fuller Daniel G. Kyrollos Yousef Yassin James R. Green 52 2 0 22 May 2024
Robust Disaster Assessment from Aerial Imagery Using Text-to-Image Synthetic Data Tarun Kalluri Jihyeon Janel Lee Kihyuk Sohn Sahil Singla Manmohan Chandraker Joseph Z. Xu Jeremiah Liu 49 1 0 22 May 2024
Audio Mamba: Pretrained Audio State Space Model For Audio Tagging Jiaju Lin Haoxuan Hu Mamba 39 7 0 22 May 2024
How to train your ViT for OOD Detection Maximilian Mueller Matthias Hein 18 0 0 21 May 2024
Quantum Vision Transformers for Quark-Gluon Classification Marçal Comajoan Cara Gopal Ramesh Dahale Zhongtian Dong Roy T. Forestano S. Gleyzer ... Kyoungchul Kong Tom Magorsch Konstantin T. Matchev Katia Matcheva Eyup B. Unlu 48 9 0 16 May 2024
Understanding Hyperbolic Metric Learning through Hard Negative Sampling Yun Yue Fangzhou Lin Guanyi Mou Ziming Zhang SSL 30 1 0 23 Apr 2024
An Experimental Study on Exploring Strong Lightweight Vision Transformers via Masked Image Modeling Pre-Training Jin Gao Shubo Lin Shaoru Wang Yutong Kou Zeming Li Liang Li Congxuan Zhang Xiaoqin Zhang Yizheng Wang Weiming Hu 47 1 0 18 Apr 2024
Masked Autoencoders for Microscopy are Scalable Learners of Cellular Biology Oren Z. Kraus Kian Kenyon-Dean Saber Saberian Maryam Fallah Peter McLean ... Chi Vicky Cheng Kristen Morse Maureen Makes Ben Mabey Berton A. Earnshaw 37 26 0 16 Apr 2024
Probing the 3D Awareness of Visual Foundation Models Mohamed El Banani Amit Raj Kevis-Kokitsi Maninis Abhishek Kar Yuanzhen Li Michael Rubinstein Deqing Sun Leonidas J. Guibas Justin Johnson Varun Jampani 40 79 0 12 Apr 2024
Struggle with Adversarial Defense? Try Diffusion Yujie Li Yanbin Wang Haitao Xu Bin Liu Jianguo Sun Zhenhao Guo Wenrui Ma DiffM 32 1 0 12 Apr 2024
HAPNet: Toward Superior RGB-Thermal Scene Parsing via Hybrid, Asymmetric, and Progressive Heterogeneous Feature Fusion Jiahang Li Peng Yun Qijun Chen Rui Fan 36 8 0 04 Apr 2024