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
Multiview Transformers for Video Recognition Shen Yan Xuehan Xiong Anurag Arnab Zhichao Lu Mi Zhang Chen Sun Cordelia Schmid ViT 26 212 0 12 Jan 2022
Multi-Domain Joint Training for Person Re-Identification Lu Yang Lingqiao Liu Yunlong Wang Peng Wang Yanning Zhang OOD 24 2 0 06 Jan 2022
Vision Transformer for Small-Size Datasets Seung Hoon Lee Seunghyun Lee B. Song ViT 19 222 0 27 Dec 2021
Structured Semantic Transfer for Multi-Label Recognition with Partial Labels Tianshui Chen Tao Pu Hefeng Wu Yuan Xie Liang Lin 17 57 0 21 Dec 2021
On Efficient Transformer-Based Image Pre-training for Low-Level Vision Wenbo Li Xin Lu Shengju Qian Jiangbo Lu Xinming Zhang Jiaya Jia ViT 32 83 0 19 Dec 2021
Pre-Training Transformers for Domain Adaptation Burhan Ul Tayyab Nicholas Chua ViT 15 2 0 18 Dec 2021
A Simple Single-Scale Vision Transformer for Object Localization and Instance Segmentation Wuyang Chen Xianzhi Du Fan Yang Lucas Beyer Xiaohua Zhai ... Huizhong Chen Jing Li Xiaodan Song Zhangyang Wang Denny Zhou ViT 29 20 0 17 Dec 2021
Global explainability in aligned image modalities Justin Engelmann Amos Storkey Miguel O. Bernabeu FAtt 27 4 0 17 Dec 2021
Masked Feature Prediction for Self-Supervised Visual Pre-Training Chen Wei Haoqi Fan Saining Xie Chaoxia Wu Alan Yuille Christoph Feichtenhofer ViT 88 655 0 16 Dec 2021
MASTAF: A Model-Agnostic Spatio-Temporal Attention Fusion Network for Few-shot Video Classification Rex Liu Huan Zhang Hamed Pirsiavash Xin Liu ViT 17 11 0 08 Dec 2021
DenseCLIP: Language-Guided Dense Prediction with Context-Aware Prompting Yongming Rao Wenliang Zhao Guangyi Chen Yansong Tang Zheng Zhu Guan Huang Jie Zhou Jiwen Lu VLM CLIP 94 551 0 02 Dec 2021
RegNeRF: Regularizing Neural Radiance Fields for View Synthesis from Sparse Inputs Michael Niemeyer Jonathan T. Barron B. Mildenhall Mehdi S. M. Sajjadi Andreas Geiger Noha Radwan 51 579 0 01 Dec 2021
Task2Sim : Towards Effective Pre-training and Transfer from Synthetic Data Samarth Mishra Rameswar Panda Cheng Perng Phoo Chun-Fu Chen Leonid Karlinsky Kate Saenko Venkatesh Saligrama Rogerio Feris 26 33 0 30 Nov 2021
Point-BERT: Pre-training 3D Point Cloud Transformers with Masked Point Modeling Xumin Yu Lulu Tang Yongming Rao Tiejun Huang Jie Zhou Jiwen Lu 3DPC 48 654 0 29 Nov 2021
PolyViT: Co-training Vision Transformers on Images, Videos and Audio Valerii Likhosherstov Anurag Arnab K. Choromanski Mario Lucic Yi Tay Adrian Weller Mostafa Dehghani ViT 35 73 0 25 Nov 2021
Explainable multiple abnormality classification of chest CT volumes R. Draelos Lawrence Carin MedIm 26 12 0 24 Nov 2021
Multi-label Iterated Learning for Image Classification with Label Ambiguity Sai Rajeswar Pau Rodríguez López Soumye Singhal David Vazquez Aaron C. Courville VLM 23 30 0 23 Nov 2021
LiT: Zero-Shot Transfer with Locked-image text Tuning Xiaohua Zhai Tianlin Li Basil Mustafa Andreas Steiner Daniel Keysers Alexander Kolesnikov Lucas Beyer VLM 48 541 0 15 Nov 2021
A Survey of Visual Transformers Yang Liu Yao Zhang Yixin Wang Feng Hou Jin Yuan Jiang Tian Yang Zhang Zhongchao Shi Jianping Fan Zhiqiang He 3DGS ViT 77 330 0 11 Nov 2021
Are Transformers More Robust Than CNNs? Yutong Bai Jieru Mei Alan Yuille Cihang Xie ViT AAML 192 257 0 10 Nov 2021
Hybrid BYOL-ViT: Efficient approach to deal with small datasets Safwen Naimi Rien van Leeuwen W. Souidène S. B. Saoud SSL ViT 25 2 0 08 Nov 2021
Data-Centric Engineering: integrating simulation, machine learning and statistics. Challenges and Opportunities Indranil Pan L. Mason Omar K. Matar AI4CE 36 45 0 07 Nov 2021
Are we ready for a new paradigm shift? A Survey on Visual Deep MLP Ruiyang Liu Hai-Tao Zheng Li Tao Dun Liang Haitao Zheng 85 97 0 07 Nov 2021
Blending Anti-Aliasing into Vision Transformer Shengju Qian Hao Shao Yi Zhu Mu Li Jiaya Jia 26 20 0 28 Oct 2021
CvT-ASSD: Convolutional vision-Transformer Based Attentive Single Shot MultiBox Detector Weiqiang Jin Hang Yu Xiangfeng Luo ViT 13 14 0 24 Oct 2021
No One Representation to Rule Them All: Overlapping Features of Training Methods Raphael Gontijo-Lopes Yann N. Dauphin E. D. Cubuk 20 60 0 20 Oct 2021
Unsupervised Finetuning Suichan Li Dongdong Chen Yinpeng Chen Lu Yuan Lei Zhang Qi Chu B. Liu Nenghai Yu 30 8 0 18 Oct 2021
Self-Supervised Representation Learning: Introduction, Advances and Challenges Linus Ericsson Henry Gouk Chen Change Loy Timothy M. Hospedales SSL OOD AI4TS 34 273 0 18 Oct 2021
ABO: Dataset and Benchmarks for Real-World 3D Object Understanding Jasmine Collins Shubham Goel Kenan Deng Achleshwar Luthra Leon L. Xu ... T. F. Y. Vicente T. Dideriksen H. Arora M. Guillaumin Jitendra Malik 154 217 0 12 Oct 2021
Rethinking Supervised Pre-training for Better Downstream Transferring Yutong Feng Jianwen Jiang Mingqian Tang R. L. Jin Yue Gao SSL 48 39 0 12 Oct 2021
Fine-Grained Adversarial Semi-supervised Learning Daniele Mugnai F. Pernici F. Turchini A. Bimbo 27 8 0 12 Oct 2021
Omnidata: A Scalable Pipeline for Making Multi-Task Mid-Level Vision Datasets from 3D Scans Ainaz Eftekhar Alexander Sax Roman Bachmann Jitendra Malik Amir Zamir MedIm 33 288 0 11 Oct 2021
Improving Fractal Pre-training Connor Anderson Ryan Farrell 88 27 0 06 Oct 2021
Exploring the Limits of Large Scale Pre-training Samira Abnar Mostafa Dehghani Behnam Neyshabur Hanie Sedghi AI4CE 60 114 0 05 Oct 2021
A spatiotemporal machine learning approach to forecasting COVID-19 incidence at the county level in the USA Benjamin Lucas Behzad Vahedi M. Karimzadeh OOD 37 31 0 24 Sep 2021
Survey: Transformer based Video-Language Pre-training Ludan Ruan Qin Jin VLM ViT 72 44 0 21 Sep 2021
Habitat-Matterport 3D Dataset (HM3D): 1000 Large-scale 3D Environments for Embodied AI Santhosh Kumar Ramakrishnan Aaron Gokaslan Erik Wijmans Oleksandr Maksymets Alexander Clegg ... Andrew Westbury Angel X. Chang Manolis Savva Yili Zhao Dhruv Batra 22 368 0 16 Sep 2021
Rethinking Crowdsourcing Annotation: Partial Annotation with Salient Labels for Multi-Label Image Classification Jianzhe Lin Tianze Yu Z. J. Wang 16 10 0 06 Sep 2021
Robust fine-tuning of zero-shot models Mitchell Wortsman Gabriel Ilharco Jong Wook Kim Mike Li Simon Kornblith ... Raphael Gontijo-Lopes Hannaneh Hajishirzi Ali Farhadi Hongseok Namkoong Ludwig Schmidt VLM 49 689 0 04 Sep 2021
A Battle of Network Structures: An Empirical Study of CNN, Transformer, and MLP Yucheng Zhao Guangting Wang Chuanxin Tang Chong Luo Wenjun Zeng Zhengjun Zha 35 69 0 30 Aug 2021
Unsupervised Learning of Deep Features for Music Segmentation Matthew C. McCallum SSL 15 39 0 30 Aug 2021
Towards Fine-grained Image Classification with Generative Adversarial Networks and Facial Landmark Detection Mahdieh Darvish Mahsa Pouramini H. Bahador ViT 25 5 0 28 Aug 2021
LocTex: Learning Data-Efficient Visual Representations from Localized Textual Supervision Zhijian Liu Simon Stent Jie Li John Gideon Song Han VLM 25 10 0 26 Aug 2021
Multi-Task Self-Training for Learning General Representations Golnaz Ghiasi Barret Zoph E. D. Cubuk Quoc V. Le Nayeon Lee SSL 24 100 0 25 Aug 2021
Multi-domain semantic segmentation with overlapping labels Petra Bevandić Marin Orsic Ivan Grubišić Josip Saric Sinisa Segvic 33 13 0 25 Aug 2021
A Scaling Law for Synthetic-to-Real Transfer: How Much Is Your Pre-training Effective? Hiroaki Mikami Kenji Fukumizu Shogo Murai Shuji Suzuki Yuta Kikuchi Taiji Suzuki S. Maeda Kohei Hayashi 40 12 0 25 Aug 2021
Do Vision Transformers See Like Convolutional Neural Networks? M. Raghu Thomas Unterthiner Simon Kornblith Chiyuan Zhang Alexey Dosovitskiy ViT 67 924 0 19 Aug 2021
MUSIQ: Multi-scale Image Quality Transformer Junjie Ke Qifei Wang Yilin Wang P. Milanfar Feng Yang 168 624 0 12 Aug 2021
Billion-Scale Pretraining with Vision Transformers for Multi-Task Visual Representations Josh Beal Hao Wu Dong Huk Park Andrew Zhai Dmitry Kislyuk ViT 18 29 0 12 Aug 2021
Boosting Weakly Supervised Object Detection via Learning Bounding Box Adjusters Bowen Dong Zitong Huang Yuelin Guo Qilong Wang Zhenxing Niu W. Zuo 13 51 0 03 Aug 2021