Exploring the Limits of Weakly Supervised Pretraining

2 May 2018

Laurens van der Maaten

VLM

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Papers citing "Exploring the Limits of Weakly Supervised Pretraining"

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Dissecting Deep Metric Learning Losses for Image-Text RetrievalIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022 Hong Xuan Xi Chen 134 2 0 21 Oct 2022
G2NetPL: Generic Game-Theoretic Network for Partial-Label Image Classification R. Abdelfattah Xin Zhang M. Fouda Xiang Wang Song Wang VLM 180 10 0 20 Oct 2022
Towards Realistic Low-resource Relation Extraction: A Benchmark with Empirical Baseline StudyConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Xin Xu Xiang Chen Ningyu Zhang Xin Xie Xi Chen Huajun Chen 250 14 0 19 Oct 2022
LAION-5B: An open large-scale dataset for training next generation image-text modelsNeural Information Processing Systems (NeurIPS), 2022 Christoph Schuhmann Romain Beaumont Richard Vencu Cade Gordon Ross Wightman ... Srivatsa Kundurthy Katherine Crowson Ludwig Schmidt R. Kaczmarczyk J. Jitsev VLM MLLM CLIP 764 4,476 0 16 Oct 2022
LESS: Label-Efficient Semantic Segmentation for LiDAR Point CloudsEuropean Conference on Computer Vision (ECCV), 2022 Minghua Liu Yin Zhou C. Qi Boqing Gong Hao Su Drago Anguelov 3DPC 183 61 0 14 Oct 2022
Is synthetic data from generative models ready for image recognition?International Conference on Learning Representations (ICLR), 2022 Ruifei He Shuyang Sun Xin Yu Chuhui Xue Wenqing Zhang Juil Sock Song Bai Xiaojuan Qi 456 375 0 14 Oct 2022
The Hidden Uniform Cluster Prior in Self-Supervised LearningInternational Conference on Learning Representations (ICLR), 2022 Mahmoud Assran Randall Balestriero Quentin Duval Florian Bordes Ishan Misra Piotr Bojanowski Pascal Vincent Michael G. Rabbat Nicolas Ballas SSL 183 62 0 13 Oct 2022
The Equalization Losses: Gradient-Driven Training for Long-tailed Object RecognitionIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022 Jingru Tan Yue Liu Xin Lu Yongqiang Yao F. Yu Tong He Wanli Ouyang 186 21 0 11 Oct 2022
Training Deep Learning Algorithms on Synthetic Forest Images for Tree Detection Vincent Grondin F. Pomerleau Philippe Giguère 3DPC 71 11 0 08 Oct 2022
Brief Introduction to Contrastive Learning Pretext Tasks for Visual Representation Zhenyu Lu VLM SSL 107 2 0 06 Oct 2022
The Lie Derivative for Measuring Learned EquivarianceInternational Conference on Learning Representations (ICLR), 2022 Nate Gruver Marc Finzi Micah Goldblum A. Wilson 273 50 0 06 Oct 2022
Unbiased Scene Graph Generation using Predicate SimilaritiesIEEE Access (IEEE Access), 2022 Misaki Ohashi Yusuke Matsui 256 1 0 03 Oct 2022
Visual representations in the human brain are aligned with large language models Adrien Doerig Tim C Kietzmann Emily J. Allen Yihan Wu Thomas Naselaris Kendrick Norris Kay I. Charest 156 27 0 23 Sep 2022
Exploring Visual Interpretability for Contrastive Language-Image Pre-training Yi Li Hualiang Wang Yiqun Duan Han Xu Xiaomeng Li CLIP VLM 317 34 0 15 Sep 2022
VIPHY: Probing "Visible" Physical Commonsense KnowledgeConference on Empirical Methods in Natural Language Processing (EMNLP), 2022 Shikhar Singh Ehsan Qasemi Muhao Chen 224 7 0 15 Sep 2022
Joint Debiased Representation and Image Clustering Learning with Self-Supervision Shun Zheng JaeEun Nam Emilio Dorigatti B. Bischl Shekoofeh Azizi Mina Rezaei SSL 122 0 0 14 Sep 2022
PaLI: A Jointly-Scaled Multilingual Language-Image ModelInternational Conference on Learning Representations (ICLR), 2022 Xi Chen Tianlin Li Soravit Changpinyo A. Piergiovanni Piotr Padlewski ... Andreas Steiner A. Angelova Xiaohua Zhai N. Houlsby Radu Soricut MLLM VLM 678 896 0 14 Sep 2022
Inverse Image Frequency for Long-tailed Image RecognitionIEEE Transactions on Image Processing (IEEE TIP), 2022 Konstantinos Panagiotis Alexandridis Shang Luo Anh H. Nguyen Jiankang Deng Stefanos Zafeiriou 205 18 0 11 Sep 2022
A Principled Evaluation Protocol for Comparative Investigation of the Effectiveness of DNN Classification Models on Similar-but-non-identical Datasets Esla Timothy Anzaku Haohan Wang Arnout Van Messem W. D. Neve 144 2 0 05 Sep 2022
Label Structure Preserving Contrastive Embedding for Multi-Label Learning with Missing Labels Zhongchen Ma Lisha Li Qi-rong Mao Songcan Chen 154 2 0 03 Sep 2022
PercentMatch: Percentile-based Dynamic Thresholding for Multi-Label Semi-Supervised Classification Jun Huang Alexander Huang Beatriz C. Guerra Yen-Yun Yu 160 6 0 30 Aug 2022
Towards Federated Learning against Noisy Labels via Local Self-RegularizationInternational Conference on Information and Knowledge Management (CIKM), 2022 Xue Jiang Sheng Sun Yuwei Wang Min Liu 171 46 0 25 Aug 2022
How good are deep models in understanding the generated images? Ali Borji OOD 90 6 0 23 Aug 2022
Meta-Causal Feature Learning for Out-of-Distribution Generalization Yuqing Wang Xiangxian Li Zhuang Qi Jingyu Li Xuelong Li Xiangxu Meng Lei Meng OOD OODD BDL 273 30 0 22 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 162 10 0 22 Aug 2022
A Unified Analysis of Mixed Sample Data Augmentation: A Loss Function PerspectiveNeural Information Processing Systems (NeurIPS), 2022 Chanwoo Park Sangdoo Yun Sanghyuk Chun AAML 175 39 0 21 Aug 2022
Deep Generative Views to Mitigate Gender Classification Bias Across Gender-Race Groups Sreeraj Ramachandran A. Rattani FaML 206 18 0 17 Aug 2022
Leveraging the HW/SW Optimizations and Ecosystems that Drive the AI Revolution H. Carvalho P. Zaykov Asim Ukaye 128 1 0 04 Aug 2022
Large-Scale Product Retrieval with Weakly Supervised Representation Learning Xiao Han Kam Woh Ng Sauradip Nag Zhiyu Qu DML 170 1 0 01 Aug 2022
Iterative Scene Graph GenerationNeural Information Processing Systems (NeurIPS), 2022 Siddhesh Khandelwal Leonid Sigal OCL 189 36 0 27 Jul 2022
AMF: Adaptable Weighting Fusion with Multiple Fine-tuning for Image Classification Xuyang Shen J. Plested Sabrina Caldwell Yiran Zhong Tom Gedeon 142 3 0 26 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 94 3 0 25 Jul 2022
Long-tailed Instance Segmentation using Gumbel Optimized LossEuropean Conference on Computer Vision (ECCV), 2022 Konstantinos Panagiotis Alexandridis Jiankang Deng A. Nguyen Shang Luo 154 27 0 22 Jul 2022
Exploiting Unlabeled Data with Vision and Language Models for Object DetectionEuropean Conference on Computer Vision (ECCV), 2022 Shiyu Zhao Zhixing Zhang S. Schulter Long Zhao Vijay Kumar B.G Anastasis Stathopoulos Manmohan Chandraker Dimitris N. Metaxas VLM ObjD 163 121 0 18 Jul 2022
On the Strong Correlation Between Model Invariance and GeneralizationNeural Information Processing Systems (NeurIPS), 2022 Weijian Deng Stephen Gould Liang Zheng OOD 205 24 0 14 Jul 2022
Fine-grained Activities of People WorldwideIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022 J. Byrne Greg Castañón Zhongheng Li G. Ettinger 175 5 0 11 Jul 2022
G2L: A Geometric Approach for Generating Pseudo-labels that Improve Transfer Learning J. Kender Bishwaranjan Bhattacharjee Parijat Dube Brian M. Belgodere 101 0 0 07 Jul 2022
The "Collections as ML Data" Checklist for Machine Learning & Cultural Heritage Benjamin Charles Germain Lee VLM 102 7 0 06 Jul 2022
When does Bias Transfer in Transfer Learning? Hadi Salman Saachi Jain Andrew Ilyas Logan Engstrom Eric Wong Aleksander Madry 160 42 0 06 Jul 2022
Contrastive Cross-Modal Knowledge Sharing Pre-training for Vision-Language Representation Learning and Retrieval Keyu Wen Zhenshan Tan Qingrong Cheng Cheng Chen X. Gu VLM 168 1 0 02 Jul 2022
Measuring Forgetting of Memorized Training ExamplesInternational Conference on Learning Representations (ICLR), 2022 Matthew Jagielski Om Thakkar Florian Tramèr Daphne Ippolito Katherine Lee ... Eric Wallace Shuang Song Abhradeep Thakurta Nicolas Papernot Chiyuan Zhang TDI 356 132 0 30 Jun 2022
On Non-Random Missing Labels in Semi-Supervised LearningInternational Conference on Learning Representations (ICLR), 2022 Xinting Hu Yulei Niu Chunyan Miao Xiansheng Hua Hanwang Zhang 281 21 0 29 Jun 2022
Beyond neural scaling laws: beating power law scaling via data pruningNeural Information Processing Systems (NeurIPS), 2022 Ben Sorscher Robert Geirhos Shashank Shekhar Surya Ganguli Ari S. Morcos 1.4K 544 0 29 Jun 2022
Compressing Features for Learning with Noisy LabelsIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2022 Yingyi Chen S. Hu Xin Shen C. Ai Johan A. K. Suykens NoLa 142 22 0 27 Jun 2022
Towards Harnessing Feature Embedding for Robust Learning with Noisy LabelsMachine-mediated learning (ML), 2022 Chuang Zhang Li Shen Jian Yang Chen Gong NoLa 150 5 0 27 Jun 2022
Deformable CNN and Imbalance-Aware Feature Learning for Singing Technique ClassificationInterspeech (Interspeech), 2022 Yuya Yamamoto Juhan Nam Hiroko Terasawa 173 9 0 24 Jun 2022
Video PreTraining (VPT): Learning to Act by Watching Unlabeled Online VideosNeural Information Processing Systems (NeurIPS), 2022 Bowen Baker Ilge Akkaya Peter Zhokhov Joost Huizinga Jie Tang Adrien Ecoffet Brandon Houghton Raul Sampedro Jeff Clune OffRL 434 361 0 23 Jun 2022
KTN: Knowledge Transfer Network for Learning Multi-person 2D-3D Correspondences Xuanhan Wang Lianli Gao Yixuan Zhou Jingkuan Song Ming Wang 3DH 200 15 0 21 Jun 2022
Understanding Robust Learning through the Lens of Representation SimilaritiesNeural Information Processing Systems (NeurIPS), 2022 Christian Cianfarani A. Bhagoji Vikash Sehwag Ben Y. Zhao Prateek Mittal Haitao Zheng OOD 308 18 0 20 Jun 2022
DualCoOp: Fast Adaptation to Multi-Label Recognition with Limited AnnotationsNeural Information Processing Systems (NeurIPS), 2022 Ximeng Sun Ping Hu Kate Saenko VLM 240 160 0 20 Jun 2022