Exploring the Limits of Weakly Supervised Pretraining

2 May 2018

Laurens van der Maaten

VLM

ArXiv (abs)PDF HTML

Papers citing "Exploring the Limits of Weakly Supervised Pretraining"

50 / 847 papers shown

Title
Replacing Labeled Real-image Datasets with Auto-generated ContoursComputer Vision and Pattern Recognition (CVPR), 2022 Hirokatsu Kataoka Ryo Hayamizu Ryosuke Yamada Kodai Nakashima Sora Takashima Xinyu Zhang Edgar Josafat Martinez-Noriega Nakamasa Inoue Rio Yokota 122 32 0 18 Jun 2022
CLiMB: A Continual Learning Benchmark for Vision-and-Language TasksNeural Information Processing Systems (NeurIPS), 2022 Tejas Srinivasan Ting-Yun Chang Leticia Pinto-Alva Georgios Chochlakis Mohammad Rostami Jesse Thomason VLM CLL 359 83 0 18 Jun 2022
K-Radar: 4D Radar Object Detection for Autonomous Driving in Various Weather ConditionsNeural Information Processing Systems (NeurIPS), 2022 Dong-Hee Paek Seung-Hyun Kong Kevin Tirta Wijaya 510 160 0 16 Jun 2022
Differentiable Top-k Classification LearningInternational Conference on Machine Learning (ICML), 2022 Felix Petersen Hilde Kuehne Christian Borgelt Oliver Deussen 231 40 0 15 Jun 2022
ReCo: Retrieve and Co-segment for Zero-shot TransferNeural Information Processing Systems (NeurIPS), 2022 Gyungin Shin Weidi Xie Samuel Albanie VLM 343 119 0 14 Jun 2022
Efficient Heterogeneous Treatment Effect Estimation With Multiple Experiments and Multiple Outcomes Leon Yao Caroline Lo Israel Nir S. Tan Ariel Evnine Adam Lerer A. Peysakhovich CML 101 7 0 10 Jun 2022
Large Loss Matters in Weakly Supervised Multi-Label ClassificationComputer Vision and Pattern Recognition (CVPR), 2022 Youngwook Kim Jae Myung Kim Zeynep Akata Jungwook Lee NoLa 176 69 0 08 Jun 2022
Which models are innately best at uncertainty estimation? Ido Galil Mohammed Dabbah Ran El-Yaniv UQCV 165 5 0 05 Jun 2022
Cannot See the Forest for the Trees: Aggregating Multiple Viewpoints to Better Classify Objects in VideosComputer Vision and Pattern Recognition (CVPR), 2022 Sukjun Hwang Miran Heo Seoung Wug Oh Seon Joo Kim VOT 225 5 0 05 Jun 2022
Distilling Knowledge from Object Classification to Aesthetics Assessment Jingwen Hou Henghui Ding Weisi Lin Weide Liu Yuming Fang 160 41 0 02 Jun 2022
A Survey on Long-Tailed Visual RecognitionInternational Journal of Computer Vision (IJCV), 2022 Pu Cao He Jiang Q. Song Jun Guo 260 160 0 27 May 2022
AdaptFormer: Adapting Vision Transformers for Scalable Visual RecognitionNeural Information Processing Systems (NeurIPS), 2022 Shoufa Chen Chongjian Ge Zhan Tong Jiangliu Wang Yibing Song Jue Wang Ping Luo 530 913 0 26 May 2022
One-Pixel Shortcut: on the Learning Preference of Deep Neural NetworksInternational Conference on Learning Representations (ICLR), 2022 Shutong Wu Sizhe Chen Cihang Xie Xiaolin Huang AAML 191 35 0 24 May 2022
Deep transfer learning for image classification: a survey J. Plested Musa Phiri Tom Gedeon OOD 190 46 0 20 May 2022
Robust and Efficient Medical Imaging with Self-Supervision Shekoofeh Azizi Laura J. Culp Jan Freyberg Basil Mustafa Sebastien Baur ... Geoffrey E. Hinton N. Houlsby Alan Karthikesalingam Mohammad Norouzi Vivek Natarajan OOD 187 69 0 19 May 2022
Dimensionality Reduced Training by Pruning and Freezing Parts of a Deep Neural Network, a SurveyArtificial Intelligence Review (Artif Intell Rev), 2022 Paul Wimmer Jens Mehnert Alexandru Paul Condurache DD 293 33 0 17 May 2022
Deep Spectral Methods: A Surprisingly Strong Baseline for Unsupervised Semantic Segmentation and LocalizationComputer Vision and Pattern Recognition (CVPR), 2022 Luke Melas-Kyriazi Christian Rupprecht Iro Laina Andrea Vedaldi 274 185 0 16 May 2022
Importance Weighted Structure Learning for Scene Graph GenerationIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022 Daqing Liu M. Bober J. Kittler 290 6 0 14 May 2022
Simple Open-Vocabulary Object Detection with Vision Transformers Matthias Minderer A. Gritsenko Austin Stone Maxim Neumann Dirk Weissenborn ... Zhuoran Shen Tianlin Li Xiaohua Zhai Thomas Kipf N. Houlsby ObjD CLIP VLM ViT OCL 266 364 0 12 May 2022
Learning Visual Styles from Audio-Visual AssociationsEuropean Conference on Computer Vision (ECCV), 2022 Tingle Li Yichen Liu Andrew Owens Hang Zhao DiffM 164 26 0 10 May 2022
When does dough become a bagel? Analyzing the remaining mistakes on ImageNetNeural Information Processing Systems (NeurIPS), 2022 Vijay Vasudevan Benjamin Caine Raphael Gontijo-Lopes Sara Fridovich-Keil Rebecca Roelofs VLM UQCV 181 68 0 09 May 2022
Understanding Transfer Learning for Chest Radiograph Clinical Report Generation with Modified Transformer Architectures Edward Vendrow E. Schonfeld ViT MedIm 111 4 0 05 May 2022
Domino Saliency Metrics: Improving Existing Channel Saliency Metrics with Structural InformationInternational Conference of the Italian Association for Artificial Intelligence (AIxIA), 2022 Kaveena Persand Andrew Anderson David Gregg 105 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 555 1,584 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 191 9 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 139 3 0 29 Apr 2022
ELM: Embedding and Logit Margins for Long-Tail Learning Wittawat Jitkrittum A. Menon A. S. Rawat Surinder Kumar 163 13 0 27 Apr 2022
Tag-Based Attention Guided Bottom-Up Approach for Video Instance SegmentationInternational Conference on Pattern Recognition (ICPR), 2022 Jyoti Kini M. Shah VOS 159 1 0 22 Apr 2022
Fast AdvPropInternational Conference on Learning Representations (ICLR), 2022 Jieru Mei Yucheng Han Yutong Bai Yixiao Zhang Yingwei Li Xianhang Li Alan Yuille Cihang Xie AAML 166 9 0 21 Apr 2022
Optical Remote Sensing Image Understanding with Weak Supervision: Concepts, Methods, and PerspectivesIEEE Geoscience and Remote Sensing Magazine (GRSM), 2022 Jun Yue Leyuan Fang Pedram Ghamisi Weiying Xie Jun Li Jocelyn Chanussot Antonio J. Plaza 134 52 0 18 Apr 2022
Empirical Evaluation and Theoretical Analysis for Representation Learning: A Survey Kento Nozawa Issei Sato AI4TS 264 5 0 18 Apr 2022
ECCV Caption: Correcting False Negatives by Collecting Machine-and-Human-verified Image-Caption Associations for MS-COCOEuropean Conference on Computer Vision (ECCV), 2022 Sanghyuk Chun Wonjae Kim Song Park Minsuk Chang Seong Joon Oh VLM 1.4K 51 0 07 Apr 2022
Exploring Cross-Domain Pretrained Model for Hyperspectral Image ClassificationIEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), 2022 Hyungtae Lee Sungmin Eum H. Kwon 104 28 0 07 Apr 2022
Last Layer Re-Training is Sufficient for Robustness to Spurious CorrelationsInternational Conference on Learning Representations (ICLR), 2022 Polina Kirichenko Pavel Izmailov A. Wilson OOD 377 414 0 06 Apr 2022
Proper Reuse of Image Classification Features Improves Object DetectionComputer Vision and Pattern Recognition (CVPR), 2022 C. N. Vasconcelos Vighnesh Birodkar Vincent Dumoulin VLM 193 35 0 01 Apr 2022
Exploring Visual Prompts for Adapting Large-Scale Models Hyojin Bahng Ali Jahanian S. Sankaranarayanan Phillip Isola VLM VPVLM LRM 343 337 0 31 Mar 2022
Acknowledging the Unknown for Multi-label Learning with Single Positive LabelsEuropean Conference on Computer Vision (ECCV), 2022 Donghao Zhou Pengfei Chen Qiong Wang Guangyong Chen Pheng-Ann Heng 119 43 0 30 Mar 2022
Semi-Supervised Learning of Semantic Correspondence with Pseudo-LabelsComputer Vision and Pattern Recognition (CVPR), 2022 Jiwon Kim Kwang-seok Ryoo Junyoung Seo Gyuseong Lee Daehwan Kim Hansang Cho Seung Wook Kim 231 29 0 30 Mar 2022
Interactive Multi-Class Tiny-Object DetectionComputer Vision and Pattern Recognition (CVPR), 2022 C. Lee Seonwook Park Heon Song Jeongun Ryu Sanghoon Kim Haejoon Kim Sérgio Pereira Donggeun Yoo 170 29 0 29 Mar 2022
A Framework of Meta Functional Learning for Regularising Knowledge Transfer Pan Li Yanwei Fu S. Gong 88 0 0 28 Mar 2022
Long-Tailed Recognition via Weight BalancingComputer Vision and Pattern Recognition (CVPR), 2022 Shaden Alshammari Yu-Xiong Wang Deva Ramanan Shu Kong MQ 201 181 0 27 Mar 2022
Visual Prompt TuningEuropean Conference on Computer Vision (ECCV), 2022 Menglin Jia Luming Tang Bor-Chun Chen Claire Cardie Serge Belongie Bharath Hariharan Ser-Nam Lim VLM VPVLM 554 2,189 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 Zhuliang Yu 233 7 0 21 Mar 2022
Upsampling Autoencoder for Self-Supervised Point Cloud Learning Cheng Zhang Jian Shi X. Deng Zizhao Wu 3DPC 274 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 208 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 127 1 0 16 Mar 2022
X-Learner: Learning Cross Sources and Tasks for Universal Visual RepresentationEuropean Conference on Computer Vision (ECCV), 2022 Yinan He Gengshi Huang Siyu Chen Jianing Teng Wang Kun Zhen-fei Yin Lu Sheng Ziwei Liu Yu Qiao Jing Shao VLM SSL ViT 213 7 0 16 Mar 2022
Bamboo: Building Mega-Scale Vision Dataset Continually with Human-Machine SynergyInternational Journal of Computer Vision (IJCV), 2022 Yuanhan Zhang Qi Sun Yichun Zhou Zexin He Zhen-fei Yin Kunze Wang Lu Sheng Yu Qiao Jing Shao Ziwei Liu ObjD VLM 225 22 0 15 Mar 2022
SUPERB-SG: Enhanced Speech processing Universal PERformance Benchmark for Semantic and Generative CapabilitiesAnnual Meeting of the Association for Computational Linguistics (ACL), 2022 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 243 122 0 14 Mar 2022
Can I see an Example? Active Learning the Long Tail of Attributes and RelationsBritish Machine Vision Conference (BMVC), 2022 Tyler L. Hayes Maximilian Nickel Christopher Kanan Ludovic Denoyer Arthur Szlam VLM 151 3 0 11 Mar 2022