Revisiting Unreasonable Effectiveness of Data in Deep Learning Era

10 July 2017

Papers citing "Revisiting Unreasonable Effectiveness of Data in Deep Learning Era"

50 / 536 papers shown

Title
MOAT: Alternating Mobile Convolution and Attention Brings Strong Vision Models Chenglin Yang Siyuan Qiao Qihang Yu Xiaoding Yuan Yukun Zhu Alan Yuille Hartwig Adam Liang-Chieh Chen ViT MoE 59 60 0 04 Oct 2022
Optimizing Data Collection for Machine Learning Rafid Mahmood James Lucas J. Álvarez Sanja Fidler M. Law 96 27 0 03 Oct 2022
Introducing Vision Transformer for Alzheimer's Disease classification task with 3D input Zilun Zhang Farzad Khalvati MedIm ViT 22 9 0 03 Oct 2022
Data Budgeting for Machine Learning Xin-Bo Zhao Weixin Liang James Zou 26 2 0 03 Oct 2022
Early or Late Fusion Matters: Efficient RGB-D Fusion in Vision Transformers for 3D Object Recognition Georgios Tziafas Hamidreza Kasaei ViT 50 10 0 03 Oct 2022
Differentially Private Bias-Term Fine-tuning of Foundation Models Zhiqi Bu Yu Wang Sheng Zha George Karypis 38 46 0 30 Sep 2022
A Light Recipe to Train Robust Vision Transformers Edoardo Debenedetti Vikash Sehwag Prateek Mittal ViT 57 71 0 15 Sep 2022
Vision-Based Uncertainty-Aware Motion Planning based on Probabilistic Semantic Segmentation Ralf Römer Armin Lederer Samuel Tesfazgi Sandra Hirche 34 2 0 14 Sep 2022
Revisiting Neural Scaling Laws in Language and Vision Ibrahim Alabdulmohsin Behnam Neyshabur Xiaohua Zhai 165 104 0 13 Sep 2022
PreSTU: Pre-Training for Scene-Text Understanding Jihyung Kil Soravit Changpinyo Xi Chen Hexiang Hu Sebastian Goodman Wei-Lun Chao Radu Soricut VLM 153 29 0 12 Sep 2022
MRL: Learning to Mix with Attention and Convolutions Shlok Mohta Hisahiro Suganuma Yoshiki Tanaka 60 2 0 30 Aug 2022
FS-BAN: Born-Again Networks for Domain Generalization Few-Shot Classification Yunqing Zhao Ngai-Man Cheung BDL 40 12 0 23 Aug 2022
PLMCL: Partial-Label Momentum Curriculum Learning for Multi-Label Image Classification R. Abdelfattah Xin Zhang Zhenyao Wu Xinyi Wu Xiang Wang Song Wang VLM 49 6 0 22 Aug 2022
Improved Image Classification with Token Fusion Keong-Hun Choi Jin-Woo Kim Yaolong Wang J. Ha ViT 36 0 0 19 Aug 2022
Discovering Bugs in Vision Models using Off-the-shelf Image Generation and Captioning Olivia Wiles Isabela Albuquerque Sven Gowal VLM 48 47 0 18 Aug 2022
Transformer Vs. MLP-Mixer: Exponential Expressive Gap For NLP Problems D. Navon A. Bronstein MoE 46 0 0 17 Aug 2022
MILAN: Masked Image Pretraining on Language Assisted Representation Zejiang Hou Fei Sun Yen-kuang Chen Yuan Xie S. Kung ViT 39 68 0 11 Aug 2022
Information Gain Sampling for Active Learning in Medical Image Classification Raghav Mehta Changjian Shui Brennan Nichyporuk Tal Arbel 24 5 0 01 Aug 2022
CoNLoCNN: Exploiting Correlation and Non-Uniform Quantization for Energy-Efficient Low-precision Deep Convolutional Neural Networks Muhammad Abdullah Hanif G. M. Sarda Alberto Marchisio Guido Masera Maurizio Martina Mohamed Bennai MQ 37 4 0 31 Jul 2022
The Bearable Lightness of Big Data: Towards Massive Public Datasets in Scientific Machine Learning Wai Tong Chung Kihoon Jung Jacqueline H. Chen M. Ihme AI4CE 42 3 0 25 Jul 2022
Bootstrapped Masked Autoencoders for Vision BERT Pretraining Xiaoyi Dong Jianmin Bao Ting Zhang Dongdong Chen Weiming Zhang Lu Yuan Dong Chen Fang Wen Nenghai Yu 30 75 0 14 Jul 2022
On the Strong Correlation Between Model Invariance and Generalization Weijian Deng Stephen Gould Liang Zheng OOD 39 17 0 14 Jul 2022
Western Mediterranean wetlands bird species classification: evaluating small-footprint deep learning approaches on a new annotated dataset Juan Gómez-Gómez Ester Vidaña-Vila Xavier Sevillano 30 7 0 12 Jul 2022
Revisiting Classifier: Transferring Vision-Language Models for Video Recognition Wenhao Wu Zhun Sun Wanli Ouyang VLM 110 96 0 04 Jul 2022
Regularization of NeRFs using differential geometry T. Ehret Roger Marí Gabriele Facciolo AI4CE 45 5 0 29 Jun 2022
DualCoOp: Fast Adaptation to Multi-Label Recognition with Limited Annotations Ximeng Sun Ping Hu Kate Saenko VLM 45 122 0 20 Jun 2022
Backdoor Attacks on Vision Transformers Akshayvarun Subramanya Aniruddha Saha Soroush Abbasi Koohpayegani Ajinkya Tejankar Hamed Pirsiavash ViT AAML 23 16 0 16 Jun 2022
Gradient-Based Adversarial and Out-of-Distribution Detection Jinsol Lee Mohit Prabhushankar Ghassan AlRegib UQCV 45 14 0 16 Jun 2022
Differentiable Top-k Classification Learning Felix Petersen Hilde Kuehne Christian Borgelt Oliver Deussen 75 28 0 15 Jun 2022
Large Loss Matters in Weakly Supervised Multi-Label Classification Youngwook Kim Jae Myung Kim Zeynep Akata Jungwook Lee NoLa 47 47 0 08 Jun 2022
cViL: Cross-Lingual Training of Vision-Language Models using Knowledge Distillation Kshitij Gupta Devansh Gautam R. Mamidi VLM 41 3 0 07 Jun 2022
Annotation Error Detection: Analyzing the Past and Present for a More Coherent Future Jan-Christoph Klie Bonnie Webber Iryna Gurevych 47 43 0 05 Jun 2022
Differentially Private Shapley Values for Data Evaluation Lauren Watson R. Andreeva Hao Yang Rik Sarkar TDI FAtt FedML 31 6 0 01 Jun 2022
A Survey on Deep Learning for Skin Lesion Segmentation Z. Mirikharaji Kumar Abhishek Alceu Bissoto Catarina Barata Sandra Avila Eduardo Valle M. Celebi Ghassan Hamarneh 60 82 0 01 Jun 2022
Visual Transformer for Object Detection M. Yang ViT 30 6 0 01 Jun 2022
Efficient Self-supervised Vision Pretraining with Local Masked Reconstruction Jun Chen Ming Hu Boyang Albert Li Mohamed Elhoseiny 61 36 0 01 Jun 2022
AdaptFormer: Adapting Vision Transformers for Scalable Visual Recognition Shoufa Chen Chongjian Ge Zhan Tong Jiangliu Wang Yibing Song Jue Wang Ping Luo 156 649 0 26 May 2022
One-Pixel Shortcut: on the Learning Preference of Deep Neural Networks Shutong Wu Sizhe Chen Cihang Xie Xiaolin Huang AAML 51 27 0 24 May 2022
Super Vision Transformer Mingbao Lin Mengzhao Chen Yuxin Zhang Yunhang Shen Rongrong Ji Liujuan Cao ViT 57 21 0 23 May 2022
Heterogeneous Semantic Transfer for Multi-label Recognition with Partial Labels Tianshui Chen Tao Pu Lingbo Liu Yukai Shi Zhijing Yang Liang Lin 72 19 0 23 May 2022
CNNs Avoid Curse of Dimensionality by Learning on Patches Vamshi C. Madala S. Chandrasekaran Jason Bunk UQCV 60 5 0 22 May 2022
Vision Transformers in 2022: An Update on Tiny ImageNet Ethan Huynh ViT 36 11 0 21 May 2022
Dataset Pruning: Reducing Training Data by Examining Generalization Influence Shuo Yang Zeke Xie Hanyu Peng Minjing Xu Mingming Sun P. Li DD 155 108 0 19 May 2022
Identical Image Retrieval using Deep Learning Sayan Nath Nikhil Nayak VLM 39 1 0 10 May 2022
When does dough become a bagel? Analyzing the remaining mistakes on ImageNet Vijay Vasudevan Benjamin Caine Raphael Gontijo-Lopes Sara Fridovich-Keil Rebecca Roelofs VLM UQCV 53 57 0 09 May 2022
Beyond a Pre-Trained Object Detector: Cross-Modal Textual and Visual Context for Image Captioning Chia-Wen Kuo Z. Kira 41 52 0 09 May 2022
BERTops: Studying BERT Representations under a Topological Lens Jatin Chauhan Manohar Kaul 39 3 0 02 May 2022
On Negative Sampling for Audio-Visual Contrastive Learning from Movies Mahdi M. Kalayeh Shervin Ardeshir Lingyi Liu Nagendra Kamath Ashok Chandrashekar SSL 40 3 0 29 Apr 2022
Unlocking High-Accuracy Differentially Private Image Classification through Scale Soham De Leonard Berrada Jamie Hayes Samuel L. Smith Borja Balle 40 221 0 28 Apr 2022
Source-Free Domain Adaptation via Distribution Estimation Ning Ding Yixing Xu Yehui Tang Chao Xu Yunhe Wang Dacheng Tao TTA 25 115 0 24 Apr 2022