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
Models Developed for Spiking Neural Networks Shahriar Rezghi Shirsavar A. Vahabie M. Dehaqani 27 4 0 08 Dec 2022
Deep Incubation: Training Large Models by Divide-and-Conquering Zanlin Ni Yulin Wang Jiangwei Yu Haojun Jiang Yu Cao Gao Huang VLM 18 11 0 08 Dec 2022
Rethinking Video ViTs: Sparse Video Tubes for Joint Image and Video Learning A. Piergiovanni Weicheng Kuo A. Angelova ViT 36 54 0 06 Dec 2022
Sources of Noise in Dialogue and How to Deal with Them Derek Chen Zhou Yu 11 2 0 06 Dec 2022
FoPro: Few-Shot Guided Robust Webly-Supervised Prototypical Learning Yulei Qin Xingyu Chen Chao Chen Yunhang Shen Bohan Ren Yun Gu Jie-jin Yang Chunhua Shen 44 4 0 01 Dec 2022
Better Generalized Few-Shot Learning Even Without Base Data Seongwoong Kim Dong-Wan Choi 24 7 0 29 Nov 2022
The Grind for Good Data: Understanding ML Practitioners' Struggles and Aspirations in Making Good Data Inha Cha Juhyun Oh Cheul Young Park Jiyoon Han Hwalsuk Lee 29 2 0 28 Nov 2022
Turning the Tables: Biased, Imbalanced, Dynamic Tabular Datasets for ML Evaluation Sérgio Jesus José P. Pombal Duarte M. Alves André F. Cruz Pedro Saleiro Rita P. Ribeiro João Gama P. Bizarro 40 32 0 24 Nov 2022
On the Transferability of Visual Features in Generalized Zero-Shot Learning Paola Cascante-Bonilla Leonid Karlinsky James Smith Yanjun Qi Vicente Ordonez 27 2 0 22 Nov 2022
Uni-Perceiver v2: A Generalist Model for Large-Scale Vision and Vision-Language Tasks Hao Li Jinguo Zhu Xiaohu Jiang Xizhou Zhu Hongsheng Li ... Xiaohua Wang Yu Qiao Xiaogang Wang Wenhai Wang Jifeng Dai MLLM 20 55 0 17 Nov 2022
Token Turing Machines Michael S. Ryoo K. Gopalakrishnan Kumara Kahatapitiya Ted Xiao Kanishka Rao Austin Stone Yao Lu Julian Ibarz Anurag Arnab 27 21 0 16 Nov 2022
Self-supervised remote sensing feature learning: Learning Paradigms, Challenges, and Future Works Chao Tao Ji Qi Mingning Guo Qing Zhu Haifeng Li SSL 24 56 0 15 Nov 2022
ParCNetV2: Oversized Kernel with Enhanced Attention Ruihan Xu Haokui Zhang Wenze Hu Shiliang Zhang Xiaoyu Wang ViT 30 6 0 14 Nov 2022
Striving for data-model efficiency: Identifying data externalities on group performance Esther Rolf Ben Packer Alex Beutel Fernando Diaz TDI 24 2 0 11 Nov 2022
Age Prediction Performance Varies Across Deep, Superficial, and Cerebellar White Matter Connections Yuxiang Wei Tengfei Xue Yogesh Rathi N. Makris Fan Zhang L. O’Donnell 22 1 0 11 Nov 2022
A simple, efficient and scalable contrastive masked autoencoder for learning visual representations Shlok Kumar Mishra Joshua Robinson Huiwen Chang David Jacobs Aaron Sarna Aaron Maschinot Dilip Krishnan DiffM 43 30 0 30 Oct 2022
Broken Neural Scaling Laws Ethan Caballero Kshitij Gupta Irina Rish David M. Krueger 30 74 0 26 Oct 2022
Multi-Viewpoint and Multi-Evaluation with Felicitous Inductive Bias Boost Machine Abstract Reasoning Ability Qinglai Wei Diancheng Chen Beiming Yuan 32 10 0 26 Oct 2022
Active Learning Framework to Automate NetworkTraffic Classification Jaroslav Pesek Dominik Soukup T. Čejka 32 1 0 26 Oct 2022
Explicitly Increasing Input Information Density for Vision Transformers on Small Datasets Xiangyu Chen Ying Qin Wenju Xu A. Bur Cuncong Zhong Guanghui Wang ViT 40 3 0 25 Oct 2022
3D Human Pose Estimation in Multi-View Operating Room Videos Using Differentiable Camera Projections Beerend G. A. Gerats J. Wolterink I. A. Broeders 3DH 14 11 0 21 Oct 2022
On the Adversarial Robustness of Mixture of Experts J. Puigcerver Rodolphe Jenatton C. Riquelme Pranjal Awasthi Srinadh Bhojanapalli OOD AAML MoE 37 18 0 19 Oct 2022
Is synthetic data from generative models ready for image recognition? Ruifei He Shuyang Sun Xin Yu Chuhui Xue Wenqing Zhang Philip H. S. Torr Song Bai Xiaojuan Qi 37 285 0 14 Oct 2022
When Adversarial Training Meets Vision Transformers: Recipes from Training to Architecture Yi Mo Dongxian Wu Yifei Wang Yiwen Guo Yisen Wang ViT 42 52 0 14 Oct 2022
How Much Data Are Augmentations Worth? An Investigation into Scaling Laws, Invariance, and Implicit Regularization Jonas Geiping Micah Goldblum Gowthami Somepalli Ravid Shwartz-Ziv Tom Goldstein A. Wilson 26 35 0 12 Oct 2022
SaiT: Sparse Vision Transformers through Adaptive Token Pruning Ling Li D. Thorsley Joseph Hassoun ViT 25 17 0 11 Oct 2022
FLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings Jean Ogier du Terrail Samy Ayed Edwige Cyffers Felix Grimberg Chaoyang He ... Sai Praneeth Karimireddy Marco Lorenzi Giovanni Neglia Marc Tommasi M. Andreux FedML 38 142 0 10 Oct 2022
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 36 58 0 04 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 18 2 0 03 Oct 2022
Early or Late Fusion Matters: Efficient RGB-D Fusion in Vision Transformers for 3D Object Recognition Georgios Tziafas H. Kasaei ViT 40 10 0 03 Oct 2022
A Light Recipe to Train Robust Vision Transformers Edoardo Debenedetti Vikash Sehwag Prateek Mittal ViT 29 68 0 15 Sep 2022
Vision-Based Uncertainty-Aware Motion Planning based on Probabilistic Semantic Segmentation Ralf Römer Armin Lederer Samuel Tesfazgi Sandra Hirche 29 2 0 14 Sep 2022
Revisiting Neural Scaling Laws in Language and Vision Ibrahim M. Alabdulmohsin Behnam Neyshabur Xiaohua Zhai 159 102 0 13 Sep 2022
MRL: Learning to Mix with Attention and Convolutions Shlok Mohta Hisahiro Suganuma Yoshiki Tanaka 28 2 0 30 Aug 2022
FS-BAN: Born-Again Networks for Domain Generalization Few-Shot Classification Yunqing Zhao Ngai-man Cheung BDL 23 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 42 6 0 22 Aug 2022
Improved Image Classification with Token Fusion Keong-Hun Choi Jin-Woo Kim Yaolong Wang J. Ha ViT 19 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 40 47 0 18 Aug 2022
Transformer Vs. MLP-Mixer: Exponential Expressive Gap For NLP Problems D. Navon A. Bronstein MoE 38 0 0 17 Aug 2022
Information Gain Sampling for Active Learning in Medical Image Classification Raghav Mehta Changjian Shui Brennan Nichyporuk Tal Arbel 19 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 Muhammad Shafique MQ 19 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 16 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 22 75 0 14 Jul 2022
On the Strong Correlation Between Model Invariance and Generalization Weijian Deng Stephen Gould Liang Zheng OOD 32 16 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 17 7 0 12 Jul 2022
Revisiting Classifier: Transferring Vision-Language Models for Video Recognition Wenhao Wu Zhun Sun Wanli Ouyang VLM 103 93 0 04 Jul 2022
Regularization of NeRFs using differential geometry T. Ehret Roger Marí Gabriele Facciolo AI4CE 23 5 0 29 Jun 2022
DualCoOp: Fast Adaptation to Multi-Label Recognition with Limited Annotations Ximeng Sun Ping Hu Kate Saenko VLM 33 119 0 20 Jun 2022
Backdoor Attacks on Vision Transformers Akshayvarun Subramanya Aniruddha Saha Soroush Abbasi Koohpayegani Ajinkya Tejankar Hamed Pirsiavash ViT AAML 12 16 0 16 Jun 2022