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
Large Language Models and Foundation Models in Smart Agriculture: Basics, Opportunities, and Challenges Jiajia Li Mingle Xu Lirong Xiang Dong Chen Weichao Zhuang Xunyuan Yin Zhao Li 36 3 0 13 Aug 2023
From Sparse to Soft Mixtures of Experts J. Puigcerver C. Riquelme Basil Mustafa N. Houlsby MoE 121 114 0 02 Aug 2023
Sampling to Distill: Knowledge Transfer from Open-World Data Yuzheng Wang Zhaoyu Chen Jie M. Zhang Dingkang Yang Zuhao Ge Yang Liu Siao Liu Yunquan Sun Wenqiang Zhang Lizhe Qi 28 9 0 31 Jul 2023
What Can Simple Arithmetic Operations Do for Temporal Modeling? Wenhao Wu Yuxin Song Zhun Sun Jingdong Wang Chang Xu Wanli Ouyang 40 8 0 18 Jul 2023
Does Visual Pretraining Help End-to-End Reasoning? Chen Sun Calvin Luo Xingyi Zhou Anurag Arnab Cordelia Schmid OCL LRM ViT 35 3 0 17 Jul 2023
An Empirical Study of Pre-trained Model Selection for Out-of-Distribution Generalization and Calibration Hiroki Naganuma Ryuichiro Hataya Kotaro Yoshida Ioannis Mitliagkas OODD 92 1 0 17 Jul 2023
RedMotion: Motion Prediction via Redundancy Reduction Royden Wagner Omer Sahin Tas Marvin Klemp Carlos Fernandez Lopez Christoph Stiller 46 6 0 19 Jun 2023
Towards AGI in Computer Vision: Lessons Learned from GPT and Large Language Models Lingxi Xie Longhui Wei Xiaopeng Zhang Kaifeng Bi Xiaotao Gu Jianlong Chang Qi Tian 33 7 0 14 Jun 2023
DeepScribe: Localization and Classification of Elamite Cuneiform Signs Via Deep Learning Edward C. Williams Grace Su Sandra R. Schloen Miller C. Prosser Susanne Paulus S.Rohith Krishnan 21 3 0 02 Jun 2023
VIPriors 3: Visual Inductive Priors for Data-Efficient Deep Learning Challenges Robert-Jan Bruintjes A. Lengyel Marcos Baptista-Rios O. Kayhan Davide Zambrano Nergis Tomen J. C. V. Gemert 25 9 0 31 May 2023
One-Step Knowledge Distillation and Fine-Tuning in Using Large Pre-Trained Self-Supervised Learning Models for Speaker Verification Ju-Sung Heo Chan-yeong Lim Ju-ho Kim Hyun-Seo Shin Ha-Jin Yu 23 2 0 27 May 2023
Many or Few Samples? Comparing Transfer, Contrastive and Meta-Learning in Encrypted Traffic Classification Idio Guarino Chao Wang A. Finamore A. Pescapé Dario Rossi 21 11 0 21 May 2023
Multimodal Web Navigation with Instruction-Finetuned Foundation Models Hiroki Furuta Kuang-Huei Lee Ofir Nachum Yutaka Matsuo Aleksandra Faust S. Gu Izzeddin Gur LM&Ro 36 92 0 19 May 2023
Mispronunciation Detection of Basic Quranic Recitation Rules using Deep Learning Ahmad Al Harere Khloud Al Jallad 28 3 0 10 May 2023
End-to-End Spatio-Temporal Action Localisation with Video Transformers A. Gritsenko Xuehan Xiong Josip Djolonga Mostafa Dehghani Chen Sun Mario Lucic Cordelia Schmid Anurag Arnab ViT 34 13 0 24 Apr 2023
Prediction-Oriented Bayesian Active Learning Freddie Bickford-Smith Andreas Kirsch Sebastian Farquhar Y. Gal Adam Foster Tom Rainforth 36 29 0 17 Apr 2023
MVP-SEG: Multi-View Prompt Learning for Open-Vocabulary Semantic Segmentation Jie Guo Qimeng Wang Yan Gao Xiaolong Jiang Xu Tang Yao Hu Baochang Zhang VLM 37 11 0 14 Apr 2023
RECLIP: Resource-efficient CLIP by Training with Small Images Runze Li Dahun Kim B. Bhanu Weicheng Kuo VLM CLIP 30 13 0 12 Apr 2023
On Efficient Training of Large-Scale Deep Learning Models: A Literature Review Li Shen Yan Sun Zhiyuan Yu Liang Ding Xinmei Tian Dacheng Tao VLM 30 41 0 07 Apr 2023
Text-to-Image Diffusion Models are Zero-Shot Classifiers Kevin Clark P. Jaini DiffM VLM 29 107 0 27 Mar 2023
Mind the Backbone: Minimizing Backbone Distortion for Robust Object Detection Kuniaki Saito Donghyun Kim Piotr Teterwak Rogerio Feris Kate Saenko 38 1 0 26 Mar 2023
Machine Learning for Brain Disorders: Transformers and Visual Transformers Robin Courant Maika Edberg Nicolas Dufour Vicky Kalogeiton MedIm ViT 32 1 0 21 Mar 2023
ViM: Vision Middleware for Unified Downstream Transferring Yutong Feng Biao Gong Jianwen Jiang Yiliang Lv Yujun Shen Deli Zhao Jingren Zhou 32 1 0 13 Mar 2023
Multimodal Data Integration for Oncology in the Era of Deep Neural Networks: A Review Asim Waqas Aakash Tripathi Ravichandran Ramachandran Paul Stewart Ghulam Rasool AI4CE 37 31 0 11 Mar 2023
A Meta-Learning Approach to Predicting Performance and Data Requirements Achin Jain Gurumurthy Swaminathan Paolo Favaro Hao Yang Avinash Ravichandran ... Alessandro Achille O. Dabeer Bernt Schiele A. Swaminathan Stefano Soatto 37 8 0 02 Mar 2023
The Role of Pre-training Data in Transfer Learning R. Entezari Mitchell Wortsman O. Saukh M. Shariatnia Hanie Sedghi Ludwig Schmidt 46 20 0 27 Feb 2023
Personalized and privacy-preserving federated heterogeneous medical image analysis with PPPML-HMI Juexiao Zhou Longxi Zhou Di Wang Xiaopeng Xu Haoyang Li Yuetan Chu Wenkai Han Xin Gao 28 20 0 20 Feb 2023
Meta-Album: Multi-domain Meta-Dataset for Few-Shot Image Classification I. Ullah Dustin Carrión-Ojeda Sergio Escalera Isabelle M Guyon Mike Huisman F. Mohr Jan N van Rijn Haozhe Sun Joaquin Vanschoren P. Vu VLM 26 32 0 16 Feb 2023
Symbolic Discovery of Optimization Algorithms Xiangning Chen Chen Liang Da Huang Esteban Real Kaiyuan Wang ... Xuanyi Dong Thang Luong Cho-Jui Hsieh Yifeng Lu Quoc V. Le 67 352 0 13 Feb 2023
Synaptic Stripping: How Pruning Can Bring Dead Neurons Back To Life Tim Whitaker L. D. Whitley CVBM 27 2 0 11 Feb 2023
Scaling Vision Transformers to 22 Billion Parameters Mostafa Dehghani Josip Djolonga Basil Mustafa Piotr Padlewski Jonathan Heek ... Mario Luvcić Xiaohua Zhai Daniel Keysers Jeremiah Harmsen N. Houlsby MLLM 61 570 0 10 Feb 2023
Effective Data Augmentation With Diffusion Models Brandon Trabucco Kyle Doherty Max Gurinas Ruslan Salakhutdinov VLM DiffM 32 232 0 07 Feb 2023
SimCon Loss with Multiple Views for Text Supervised Semantic Segmentation Yash J. Patel Yusheng Xie Yi Zhu Srikar Appalaraju R. Manmatha 35 4 0 07 Feb 2023
AIM: Adapting Image Models for Efficient Video Action Recognition Taojiannan Yang Yi Zhu Yusheng Xie Aston Zhang Cheng Chen Mu Li ViT 58 144 0 06 Feb 2023
Linking data separation, visual separation, and classifier performance using pseudo-labeling by contrastive learning B. C. Benato A. X. Falcão A. Telea 25 4 0 06 Feb 2023
Fast, Differentiable and Sparse Top-k: a Convex Analysis Perspective Michael E. Sander J. Puigcerver Josip Djolonga Gabriel Peyré Mathieu Blondel 21 18 0 02 Feb 2023
Inference Time Evidences of Adversarial Attacks for Forensic on Transformers Hugo Lemarchant Liang Li Yiming Qian Yuta Nakashima Hajime Nagahara ViT AAML 43 0 0 31 Jan 2023
Adaptive Computation with Elastic Input Sequence Fuzhao Xue Valerii Likhosherstov Anurag Arnab N. Houlsby Mostafa Dehghani Yang You 31 18 0 30 Jan 2023
A Closer Look at Few-shot Classification Again Xu Luo Hao Wu Ji Zhang Lianli Gao Jing Xu Jingkuan Song 24 48 0 28 Jan 2023
Out of Distribution Performance of State of Art Vision Model Salman Rahman W. Lee 37 2 0 25 Jan 2023
Human-Timescale Adaptation in an Open-Ended Task Space Adaptive Agent Team Jakob Bauer Kate Baumli Satinder Baveja Feryal M. P. Behbahani ... Jakub Sygnowski K. Tuyls Sarah York Alexander Zacherl Lei Zhang LM&Ro OffRL AI4CE LRM 35 108 0 18 Jan 2023
Does progress on ImageNet transfer to real-world datasets? Alex Fang Simon Kornblith Ludwig Schmidt VLM 23 34 0 11 Jan 2023
OVO: One-shot Vision Transformer Search with Online distillation Zimian Wei H. Pan Xin-Yi Niu Dongsheng Li ViT 29 1 0 28 Dec 2022
SMMix: Self-Motivated Image Mixing for Vision Transformers Mengzhao Chen Mingbao Lin Zhihang Lin Yu-xin Zhang Rongrong Ji Rongrong Ji 53 10 0 26 Dec 2022
Principled and Efficient Transfer Learning of Deep Models via Neural Collapse Xiao Li Sheng Liu Jin-li Zhou Xin Lu C. Fernandez‐Granda Zhihui Zhu Q. Qu AAML 28 18 0 23 Dec 2022
Weakly supervised training of universal visual concepts for multi-domain semantic segmentation Petra Bevandić Marin Orsic Ivan Grubišić Josip Saric Sinisa Segvic 31 5 0 20 Dec 2022
Universal Object Detection with Large Vision Model Feng-Huei Lin Wenze Hu Yaowei Wang Yonghong Tian Guangming Lu Fanglin Chen Yong-mei Xu Xiaoyu Wang VLM ObjD 32 8 0 19 Dec 2022
POTATO: The Portable Text Annotation Tool Jiaxin Pei Aparna Ananthasubramaniam Xingyao Wang Naitian Zhou Jackson Sargent Apostolos Dedeloudis David Jurgens VLM 24 58 0 16 Dec 2022
Vision Transformer with Attentive Pooling for Robust Facial Expression Recognition Fanglei Xue Qiangchang Wang Zichang Tan Zhongsong Ma G. Guo ViT 38 67 0 11 Dec 2022
Expeditious Saliency-guided Mix-up through Random Gradient Thresholding Minh-Long Luu Zeyi Huang Eric P. Xing Yong Jae Lee Haohan Wang AAML 34 1 0 09 Dec 2022