Exploring the Limits of Weakly Supervised Pretraining

2 May 2018

Laurens van der Maaten

VLM

ArXiv PDF HTML

Papers citing "Exploring the Limits of Weakly Supervised Pretraining"

50 / 825 papers shown

Title
Domino Saliency Metrics: Improving Existing Channel Saliency Metrics with Structural Information Kaveena Persand Andrew Anderson David Gregg 20 0 0 04 May 2022
CoCa: Contrastive Captioners are Image-Text Foundation Models Jiahui Yu Zirui Wang Vijay Vasudevan Legg Yeung Mojtaba Seyedhosseini Yonghui Wu VLM CLIP OffRL 85 1,265 0 04 May 2022
Reliable Label Correction is a Good Booster When Learning with Extremely Noisy Labels Kaidi Wang Xiang Peng Shuo Yang Jianfei Yang Zheng Hua Zhu Xinchao Wang Yang You NoLa 24 8 0 30 Apr 2022
On Negative Sampling for Audio-Visual Contrastive Learning from Movies Mahdi M. Kalayeh Shervin Ardeshir Lingyi Liu Nagendra Kamath Ashok Chandrashekar SSL 35 3 0 29 Apr 2022
ELM: Embedding and Logit Margins for Long-Tail Learning Wittawat Jitkrittum A. Menon A. S. Rawat Surinder Kumar 46 11 0 27 Apr 2022
Tag-Based Attention Guided Bottom-Up Approach for Video Instance Segmentation Jyoti Kini M. Shah VOS 24 0 0 22 Apr 2022
Fast AdvProp Jieru Mei Yucheng Han Yutong Bai Yixiao Zhang Yingwei Li Xianhang Li Alan Yuille Cihang Xie AAML 31 8 0 21 Apr 2022
Optical Remote Sensing Image Understanding with Weak Supervision: Concepts, Methods, and Perspectives Jun Yue Leyuan Fang Pedram Ghamisi Weiying Xie Jun Li Jocelyn Chanussot Antonio J. Plaza 22 44 0 18 Apr 2022
Empirical Evaluation and Theoretical Analysis for Representation Learning: A Survey Kento Nozawa Issei Sato AI4TS 29 4 0 18 Apr 2022
ECCV Caption: Correcting False Negatives by Collecting Machine-and-Human-verified Image-Caption Associations for MS-COCO Sanghyuk Chun Wonjae Kim Song Park Minsuk Chang Seong Joon Oh VLM 378 43 0 07 Apr 2022
Exploring Cross-Domain Pretrained Model for Hyperspectral Image Classification Hyungtae Lee Sungmin Eum H. Kwon 30 22 0 07 Apr 2022
Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations Polina Kirichenko Pavel Izmailov A. Wilson OOD 58 320 0 06 Apr 2022
Proper Reuse of Image Classification Features Improves Object Detection C. N. Vasconcelos Vighnesh Birodkar Vincent Dumoulin VLM 25 32 0 01 Apr 2022
Exploring Visual Prompts for Adapting Large-Scale Models Hyojin Bahng Ali Jahanian S. Sankaranarayanan Phillip Isola VLM VPVLM LRM 27 256 0 31 Mar 2022
Acknowledging the Unknown for Multi-label Learning with Single Positive Labels Donghao Zhou Pengfei Chen Qiong Wang Guangyong Chen Pheng-Ann Heng 27 28 0 30 Mar 2022
Semi-Supervised Learning of Semantic Correspondence with Pseudo-Labels Jiwon Kim Kwang-seok Ryoo Junyoung Seo Gyuseong Lee Daehwan Kim Hansang Cho Seung Wook Kim 16 23 0 30 Mar 2022
Interactive Multi-Class Tiny-Object Detection C. Lee Seonwook Park Heon Song Jeongun Ryu Sanghoon Kim Haejoon Kim Sérgio Pereira Donggeun Yoo 30 24 0 29 Mar 2022
A Framework of Meta Functional Learning for Regularising Knowledge Transfer Pan Li Yanwei Fu S. Gong 30 0 0 28 Mar 2022
Long-Tailed Recognition via Weight Balancing Shaden Alshammari Yu-xiong Wang Deva Ramanan Shu Kong MQ 25 141 0 27 Mar 2022
Visual Prompt Tuning Menglin Jia Luming Tang Bor-Chun Chen Claire Cardie Serge Belongie Bharath Hariharan Ser-Nam Lim VLM VPVLM 45 1,538 0 23 Mar 2022
Boost Test-Time Performance with Closed-Loop Inference Shuaicheng Niu Jiaxiang Wu Yifan Zhang Guanghui Xu Haokun Li Peilin Zhao Junzhou Huang Yaowei Wang Mingkui Tan 62 3 0 21 Mar 2022
Upsampling Autoencoder for Self-Supervised Point Cloud Learning Cheng Zhang Jian Shi X. Deng Zizhao Wu 3DPC 32 8 0 21 Mar 2022
Towards 3D Scene Understanding by Referring Synthetic Models Runnan Chen Xinge Zhu Nenglun Chen Dawei Wang Wei Li Yuexin Ma Ruigang Yang Wenping Wang 3DPC 35 6 0 20 Mar 2022
Creating Multimedia Summaries Using Tweets and Videos Anietie U Andy Siyi Liu Daphne Ippolito Reno Kriz Chris Callison-Burch Derry Wijaya 25 0 0 16 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 47 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 39 19 0 15 Mar 2022
SUPERB-SG: Enhanced Speech processing Universal PERformance Benchmark for Semantic and Generative Capabilities Hsiang-Sheng Tsai Heng-Jui Chang Wen-Chin Huang Zili Huang Kushal Lakhotia ... Hsuan-Jui Chen Shang-Wen Li Shinji Watanabe Abdel-rahman Mohamed Hung-yi Lee 31 109 0 14 Mar 2022
Can I see an Example? Active Learning the Long Tail of Attributes and Relations Tyler L. Hayes Maximilian Nickel Christopher Kanan Ludovic Denoyer Arthur Szlam VLM 27 3 0 11 Mar 2022
Model soups: averaging weights of multiple fine-tuned models improves accuracy without increasing inference time Mitchell Wortsman Gabriel Ilharco S. Gadre Rebecca Roelofs Raphael Gontijo-Lopes ... Hongseok Namkoong Ali Farhadi Y. Carmon Simon Kornblith Ludwig Schmidt MoMe 59 924 1 10 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 37 36 0 10 Mar 2022
Efficient Image Representation Learning with Federated Sampled Softmax Sagar M. Waghmare Qi Huizhong Chen Mikhail Sirotenko Tomer Meron FedML 19 2 0 09 Mar 2022
ImageNet-Patch: A Dataset for Benchmarking Machine Learning Robustness against Adversarial Patches Maura Pintor Daniele Angioni Angelo Sotgiu Christian Scano Ambra Demontis Battista Biggio Fabio Roli AAML 33 49 0 07 Mar 2022
Aggregated Pyramid Vision Transformer: Split-transform-merge Strategy for Image Recognition without Convolutions Ruikang Ju Ting-Yu Lin Jen-Shiun Chiang Jia-Hao Jian Yu-Shian Lin Liu-Rui-Yi Huang ViT 16 1 0 02 Mar 2022
WSLRec: Weakly Supervised Learning for Neural Sequential Recommendation Models Jingwei Zhuo Binda Liu Xiang Li Ziru Xu Xiaoqiang Zhu 11 0 0 28 Feb 2022
Synergistic Network Learning and Label Correction for Noise-robust Image Classification Chen Gong K. Bin E. Seibel Xin Wang Youbing Yin Qi Song NoLa 35 2 0 27 Feb 2022
Interpolation-based Contrastive Learning for Few-Label Semi-Supervised Learning Xihong Yang Xiaochang Hu Sihang Zhou Xinwang Liu En Zhu SSL 216 43 0 24 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
Tripartite: Tackle Noisy Labels by a More Precise Partition Xuefeng Liang Longshan Yao Xingyu Liu Ying Zhou NoLa 26 9 0 19 Feb 2022
Vision Models Are More Robust And Fair When Pretrained On Uncurated Images Without Supervision Priya Goyal Quentin Duval Isaac Seessel Mathilde Caron Ishan Misra Levent Sagun Armand Joulin Piotr Bojanowski VLM SSL 28 110 0 16 Feb 2022
Fairness Indicators for Systematic Assessments of Visual Feature Extractors Priya Goyal Adriana Romero Soriano C. Hazirbas Levent Sagun Nicolas Usunier EGVM 27 31 0 15 Feb 2022
CommerceMM: Large-Scale Commerce MultiModal Representation Learning with Omni Retrieval Licheng Yu Jun Chen Animesh Sinha Mengjiao MJ Wang Hugo Chen Tamara L. Berg Ning Zhang VLM 33 39 0 15 Feb 2022
ASC me to Do Anything: Multi-task Training for Embodied AI Jiasen Lu Jordi Salvador Roozbeh Mottaghi Aniruddha Kembhavi 41 3 0 14 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 53 88 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
Federated Contrastive Learning for Dermatological Disease Diagnosis via On-device Learning Yawen Wu Dewen Zeng Zhepeng Wang Yi Sheng Lei Yang A. James Yiyu Shi Jingtong Hu FedML 22 31 0 14 Feb 2022
Dataset Condensation with Contrastive Signals Saehyung Lee Sanghyuk Chun Sangwon Jung Sangdoo Yun Sung-Hoon Yoon DD 16 97 0 07 Feb 2022
Catch Me if You Can: A Novel Task for Detection of Covert Geo-Locations (CGL) Binoy Saha Sukhendu Das 22 1 0 05 Feb 2022
Auto-Transfer: Learning to Route Transferrable Representations K. Murugesan Vijay Sadashivaiah Ronny Luss Karthikeyan Shanmugam Pin-Yu Chen Amit Dhurandhar AAML 51 5 0 02 Feb 2022
AutoGeoLabel: Automated Label Generation for Geospatial Machine Learning C. Albrecht F. Marianno L. Klein VLM 27 12 0 31 Jan 2022
Neural-PIM: Efficient Processing-In-Memory with Neural Approximation of Peripherals Weidong Cao Yilong Zhao Adith Boloor Yinhe Han Xuan Zhang Li Jiang 31 19 0 30 Jan 2022