Revisiting Unreasonable Effectiveness of Data in Deep Learning Era

10 July 2017

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

50 / 421 papers shown

Title
Gradient-Based Adversarial and Out-of-Distribution Detection Jinsol Lee Mohit Prabhushankar Ghassan AlRegib UQCV 32 13 0 16 Jun 2022
Differentiable Top-k Classification Learning Felix Petersen Hilde Kuehne Christian Borgelt Oliver Deussen 56 28 0 15 Jun 2022
Large Loss Matters in Weakly Supervised Multi-Label Classification Youngwook Kim Jae Myung Kim Zeynep Akata Jungwook Lee NoLa 32 47 0 08 Jun 2022
Annotation Error Detection: Analyzing the Past and Present for a More Coherent Future Jan-Christoph Klie Bonnie Webber Iryna Gurevych 40 43 0 05 Jun 2022
Differentially Private Shapley Values for Data Evaluation Lauren Watson R. Andreeva Hao Yang Rik Sarkar TDI FAtt FedML 18 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 33 82 0 01 Jun 2022
Visual Transformer for Object Detection M. Yang ViT 25 6 0 01 Jun 2022
Efficient Self-supervised Vision Pretraining with Local Masked Reconstruction Jun Chen Ming Hu Boyang Albert Li Mohamed Elhoseiny 44 36 0 01 Jun 2022
One-Pixel Shortcut: on the Learning Preference of Deep Neural Networks Shutong Wu Sizhe Chen Cihang Xie X. Huang AAML 45 27 0 24 May 2022
Super Vision Transformer Mingbao Lin Mengzhao Chen Yu-xin Zhang Yunhang Shen Rongrong Ji Liujuan Cao ViT 43 20 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 50 17 0 23 May 2022
Vision Transformers in 2022: An Update on Tiny ImageNet Ethan Huynh ViT 31 11 0 21 May 2022
Identical Image Retrieval using Deep Learning Sayan Nath Nikhil Nayak VLM 34 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 43 57 0 09 May 2022
BERTops: Studying BERT Representations under a Topological Lens Jatin Chauhan Manohar Kaul 18 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 29 3 0 29 Apr 2022
Multimodal Adaptive Distillation for Leveraging Unimodal Encoders for Vision-Language Tasks Zhecan Wang Noel Codella Yen-Chun Chen Luowei Zhou Xiyang Dai ... Jianwei Yang Haoxuan You Kai-Wei Chang Shih-Fu Chang Lu Yuan VLM OffRL 28 22 0 22 Apr 2022
Fast AdvProp Jieru Mei Yucheng Han Yutong Bai Yixiao Zhang Yingwei Li Xianhang Li Alan Yuille Cihang Xie AAML 29 8 0 21 Apr 2022
Empirical Evaluation and Theoretical Analysis for Representation Learning: A Survey Kento Nozawa Issei Sato AI4TS 19 4 0 18 Apr 2022
Super-NaturalInstructions: Generalization via Declarative Instructions on 1600+ NLP Tasks Yizhong Wang Swaroop Mishra Pegah Alipoormolabashi Yeganeh Kordi Amirreza Mirzaei ... Chitta Baral Yejin Choi Noah A. Smith Hannaneh Hajishirzi Daniel Khashabi ELM 32 785 0 16 Apr 2022
TOV: The Original Vision Model for Optical Remote Sensing Image Understanding via Self-supervised Learning Chao Tao Ji Qi Guo Zhang Qing Zhu Weipeng Lu Haifeng Li 42 40 0 10 Apr 2022
Generative Adversarial Networks for Image Augmentation in Agriculture: A Systematic Review E. Olaniyi Dong Chen Yuzhen Lu Ya-Yu Huang 21 38 0 10 Apr 2022
Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations Polina Kirichenko Pavel Izmailov A. Wilson OOD 37 318 0 06 Apr 2022
Improving Vision Transformers by Revisiting High-frequency Components Jiawang Bai Liuliang Yuan Shutao Xia Shuicheng Yan Zhifeng Li Wei Liu ViT 16 90 0 03 Apr 2022
Proper Reuse of Image Classification Features Improves Object Detection C. N. Vasconcelos Vighnesh Birodkar Vincent Dumoulin VLM 17 32 0 01 Apr 2022
CNN Filter DB: An Empirical Investigation of Trained Convolutional Filters Paul Gavrikov J. Keuper AAML 18 31 0 29 Mar 2022
Automated Progressive Learning for Efficient Training of Vision Transformers Changlin Li Bohan Zhuang Guangrun Wang Xiaodan Liang Xiaojun Chang Yi Yang 28 46 0 28 Mar 2022
Transformers Meet Visual Learning Understanding: A Comprehensive Review Yuting Yang Licheng Jiao Xuantong Liu F. Liu Shuyuan Yang Zhixi Feng Xu Tang ViT MedIm 27 28 0 24 Mar 2022
X-Learner: Learning Cross Sources and Tasks for Universal Visual Representation Yinan He Gengshi Huang Siyu Chen Jianing Teng Wang Kun Zhen-fei Yin Lu Sheng Ziwei Liu Yu Qiao Jing Shao VLM SSL ViT 40 7 0 16 Mar 2022
Bamboo: Building Mega-Scale Vision Dataset Continually with Human-Machine Synergy Yuanhan Zhang Qi Sun Yichun Zhou Zexin He Zhen-fei Yin Kunze Wang Lu Sheng Yu Qiao Jing Shao Ziwei Liu ObjD VLM 29 19 0 15 Mar 2022
Computer Vision and Deep Learning for Fish Classification in Underwater Habitats: A Survey Alzayat Saleh M. Sheaves M. R. Azghadi 31 71 0 14 Mar 2022
Active Phase-Encode Selection for Slice-Specific Fast MR Scanning Using a Transformer-Based Deep Reinforcement Learning Framework Yiming Liu Yanwei Pang Ruiqi Jin Zhenchang Wang MedIm 21 2 0 11 Mar 2022
Knowledge Distillation as Efficient Pre-training: Faster Convergence, Higher Data-efficiency, and Better Transferability Ruifei He Shuyang Sun Jihan Yang Song Bai Xiaojuan Qi 29 36 0 10 Mar 2022
The Unsurprising Effectiveness of Pre-Trained Vision Models for Control Simone Parisi Aravind Rajeswaran Senthil Purushwalkam Abhinav Gupta LM&Ro 31 187 0 07 Mar 2022
Interpretable part-whole hierarchies and conceptual-semantic relationships in neural networks Nicola Garau N. Bisagno Zeno Sambugaro Nicola Conci 29 21 0 07 Mar 2022
Fuse Local and Global Semantics in Representation Learning Yuchi Zhao Yuhao Zhou FedML 18 1 0 28 Feb 2022
Retrieval Augmented Classification for Long-Tail Visual Recognition Alex Long Wei Yin Thalaiyasingam Ajanthan Vu-Linh Nguyen Pulak Purkait Ravi Garg Alan Blair Chunhua Shen Anton Van Den Hengel 21 107 0 22 Feb 2022
Evaluation and Analysis of Different Aggregation and Hyperparameter Selection Methods for Federated Brain Tumor Segmentation Ece Isik Polat Gorkem Polat Altan Koçyiğit A. Temi̇zel OOD FedML 22 3 0 16 Feb 2022
Wukong: A 100 Million Large-scale Chinese Cross-modal Pre-training Benchmark Jiaxi Gu Xiaojun Meng Guansong Lu Lu Hou Minzhe Niu ... Runhu Huang Wei Zhang Xingda Jiang Chunjing Xu Hang Xu VLM 40 88 0 14 Feb 2022
How Do Vision Transformers Work? Namuk Park Songkuk Kim ViT 41 465 0 14 Feb 2022
Learning Weakly-Supervised Contrastive Representations Yao-Hung Hubert Tsai Tianqi Li Weixin Liu Pei-Kai Liao Ruslan Salakhutdinov Louis-Philippe Morency SSL 22 9 0 14 Feb 2022
Compute Trends Across Three Eras of Machine Learning J. Sevilla Lennart Heim A. Ho T. Besiroglu Marius Hobbhahn Pablo Villalobos 25 269 0 11 Feb 2022
Deep Hierarchy in Bandits Joey Hong B. Kveton S. Katariya Manzil Zaheer Mohammad Ghavamzadeh 27 20 0 03 Feb 2022
Auto-Transfer: Learning to Route Transferrable Representations K. Murugesan Vijay Sadashivaiah Ronny Luss Karthikeyan Shanmugam Pin-Yu Chen Amit Dhurandhar AAML 41 5 0 02 Feb 2022
Deep Learning for Ultrasound Speed-of-Sound Reconstruction: Impacts of Training Data Diversity on Stability and Robustness Farnaz Khun Jush M. Biele P. Dueppenbecker Andreas Maier OOD 22 14 0 01 Feb 2022
Aggregating Global Features into Local Vision Transformer Krushi Patel A. Bur Fengju Li Guanghui Wang ViT 33 34 0 30 Jan 2022
Deep Learning Methods for Abstract Visual Reasoning: A Survey on Raven's Progressive Matrices Mikolaj Malkiñski Jacek Mańdziuk 120 41 0 28 Jan 2022
Virtual Adversarial Training for Semi-supervised Breast Mass Classification Xuxin Chen Ximing Wang Kecheng Zhang K. Fung T. Thai K. Moore Robert S. Mannel Hong Liu B. Zheng Y. Qiu 28 5 0 25 Jan 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 162 360 0 24 Jan 2022
Pushing the limits of self-supervised ResNets: Can we outperform supervised learning without labels on ImageNet? Nenad Tomašev Ioana Bica Brian McWilliams Lars Buesing Razvan Pascanu Charles Blundell Jovana Mitrović SSL 87 81 0 13 Jan 2022