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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When Does Visual Prompting Outperform Linear Probing for Vision-Language Models? A Likelihood PerspectiveIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2024 Hsi-Ai Tsao Lei Hsiung Pin-Yu Chen Tsung-Yi Ho VPVLM LRM VLM 331 1 0 03 Sep 2024
Sapiens: Foundation for Human Vision ModelsEuropean Conference on Computer Vision (ECCV), 2024 Rawal Khirodkar Timur M. Bagautdinov Julieta Martinez Su Zhaoen Austin James Peter Selednik Stuart Anderson Forrest Iandola VLM 406 162 0 22 Aug 2024
SynPlay: Large-Scale Synthetic Human Data with Real-World Diversity for Aerial-View Perception Jinsub Yim Hyungtae Lee Sungmin Eum Yi Shen Yan Zhang Heesung Kwon Shuvra S. Bhattacharyya VGen 276 1 0 21 Aug 2024
Scaling Backwards: Minimal Synthetic Pre-training?European Conference on Computer Vision (ECCV), 2024 Ryo Nakamura Ryu Tadokoro Ryosuke Yamada Tim Puhlfürß Iro Laina Christian Rupprecht Walid Maalej Rio Yokota Hirokatsu Kataoka DD 174 7 0 01 Aug 2024
Multi-label Cluster Discrimination for Visual Representation Learning Xiang An Kaicheng Yang Xiangzi Dai Ziyong Feng Jiankang Deng VLM 294 10 0 24 Jul 2024
Datasets of Visualization for Machine Learning Can Liu Ruike Jiang Shaocong Tan Jiacheng Yu Chaofan Yang Hanning Shao Xiaoru Yuan XAI 342 0 0 23 Jul 2024
FYI: Flip Your Images for Dataset Distillation Byunggwan Son Youngmin Oh Donghyeon Baek Bumsub Ham DD 353 3 0 11 Jul 2024
Adaptive Parametric Activation: Unifying and Generalising Activation Functions Across TasksEuropean Conference on Computer Vision (ECCV), 2024 Konstantinos Panagiotis Alexandridis Jiankang Deng A. Nguyen Shan Luo 265 7 0 11 Jul 2024
How Aligned are Different Alignment Metrics? Jannis Ahlert Thomas Klein Felix Wichmann Robert Geirhos 304 5 0 10 Jul 2024
SHERL: Synthesizing High Accuracy and Efficient Memory for Resource-Limited Transfer Learning Haiwen Diao Bo Wan Xu Jia Yunzhi Zhuge Ying Zhang Huchuan Lu Long Chen VLM 227 10 0 10 Jul 2024
Precision at Scale: Domain-Specific Datasets On-Demand Jesús M. Rodríguez-de-Vera Imanol G. Estepa Ignacio Sarasúa Bhalaji Nagarajan Petia Radeva 225 2 0 03 Jul 2024
Semantic Deep Hiding for Robust Unlearnable Examples Ruohan Meng Chenyu Yi Yi Yu Siyuan Yang Bingquan Shen Alex C. Kot 322 10 0 25 Jun 2024
Composing Object Relations and Attributes for Image-Text Matching Khoi Pham Chuong Huynh Ser-Nam Lim Abhinav Shrivastava CoGe 221 18 0 17 Jun 2024
Scale-Invariant Monocular Depth Estimation via SSI Depth S. M. H. Miangoleh Mahesh Kumar Krishna Reddy Yağız Aksoy MDE 220 5 0 13 Jun 2024
Vision Model Pre-training on Interleaved Image-Text Data via Latent Compression Learning Chenyu Yang Xizhou Zhu Jinguo Zhu Weijie Su Junjie Wang ... Lewei Lu Bin Li Jie Zhou Yu Qiao Jifeng Dai VLM CLIP 163 8 0 11 Jun 2024
Sharpness-Aware Minimization Enhances Feature Quality via Balanced Learning Jacob Mitchell Springer Vaishnavh Nagarajan Aditi Raghunathan 325 10 0 30 May 2024
Jump-teaching: Ultra Efficient and Robust Learning with Noisy Label Kangye Ji Fei Cheng Zeqing Wang Bohu Huang NoLa 252 0 0 27 May 2024
Are You Copying My Prompt? Protecting the Copyright of Vision Prompt for VPaaS via Watermark Huali Ren Anli Yan Chong-zhi Gao Hongyang Yan Zhenxin Zhang Jin Li VLM AAML 189 6 0 24 May 2024
Hierarchical Selective ClassificationNeural Information Processing Systems (NeurIPS), 2024 Shani Goren Ido Galil Ran El-Yaniv BDL 258 6 0 19 May 2024
Fractals as Pre-training Datasets for Anomaly Detection and Localization C. Ugwu S. Casarin Oswald Lanz 153 0 0 11 May 2024
CromSS: Cross-modal pre-training with noisy labels for remote sensing image segmentation Chenying Liu C. Albrecht Yi Wang Xiao Xiang Zhu 494 4 0 02 May 2024
Making Better Use of Unlabelled Data in Bayesian Active Learning Freddie Bickford-Smith Adam Foster Tom Rainforth 232 7 0 26 Apr 2024
A Survey of Deep Long-Tail Classification Advancements Charika De Alvis Suranga Seneviratne 215 9 0 24 Apr 2024
On the Learnability of Out-of-distribution Detection Zhen Fang Shouqing Yang Yifan Zhang Bo Han Jie Lu 192 9 0 07 Apr 2024
Lipsum-FT: Robust Fine-Tuning of Zero-Shot Models Using Random Text Guidance G. Nam Byeongho Heo Juho Lee VLM 173 12 0 01 Apr 2024
Is Synthetic Image Useful for Transfer Learning? An Investigation into Data Generation, Volume, and Utilization Yuhang Li Xin Dong Chen Chen Jingtao Li Yuxin Wen Michael Spranger Lingjuan Lyu DiffM 239 6 0 28 Mar 2024
Learning from Reduced Labels for Long-Tailed Data Meng Wei Zhongnian Li Yong Zhou Xinzheng Xu 203 4 0 25 Mar 2024
Deep Active Learning: A Reality Check Edrina Gashi Jiankang Deng Ismail Elezi HAI 190 2 0 21 Mar 2024
Advancing COVID-19 Detection in 3D CT Scans Qingqiu Li Runtian Yuan Junlin Hou Jilan Xu Yuejie Zhang Rui Feng Hao Chen 86 3 0 18 Mar 2024
End-to-end multi-modal product matching in fashion e-commerce Sándor Tóth Stephen Wilson Alexia Tsoukara Enric Moreu Anton Masalovich Lars Roemheld 183 1 0 18 Mar 2024
Iterative Online Image Synthesis via Diffusion Model for Imbalanced ClassificationInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2024 Shuhan Li Yi Lin Hao Chen Kwang-Ting Cheng 177 6 0 13 Mar 2024
Activating Wider Areas in Image Super-Resolution Cheng Cheng Hang Wang Hongbin Sun 198 16 0 13 Mar 2024
Tell, Don't Show!: Language Guidance Eases Transfer Across Domains in Images and VideosInternational Conference on Machine Learning (ICML), 2024 Tarun Kalluri Bodhisattwa Prasad Majumder Manmohan Chandraker VLM 288 7 0 08 Mar 2024
Rethinking Classifier Re-Training in Long-Tailed Recognition: A Simple Logits Retargeting Approach Han Lu Siyu Sun Yichen Xie Liqing Zhang Yunbo Wang Junchi Yan 225 3 0 01 Mar 2024
Ask Your Distribution Shift if Pre-Training is Right for You Benjamin Cohen-Wang Joshua Vendrow Aleksander Madry OOD 302 4 0 29 Feb 2024
PLReMix: Combating Noisy Labels with Pseudo-Label Relaxed Contrastive Representation Learning Xiaoyu Liu Beitong Zhou Cheng Cheng 215 5 0 27 Feb 2024
A Transformer Model for Boundary Detection in Continuous Sign Language R. Rastgoo Kourosh Kiani Sergio Escalera SLR 112 9 0 22 Feb 2024
Training Class-Imbalanced Diffusion Model Via Overlap Optimization Divin Yan Lu Qi Vincent Tao Hu Ming-Hsuan Yang Meng Tang 176 11 0 16 Feb 2024
Learning Semantic Proxies from Visual Prompts for Parameter-Efficient Fine-Tuning in Deep Metric Learning Li Ren Chen Chen Liqiang Wang Kien Hua 265 7 0 04 Feb 2024
Loss Function Considering Dead Zone for Neural Networks Koki Inami Koki Yamane S. Sakaino 211 2 0 01 Feb 2024
Computer Vision for Primate Behavior Analysis in the Wild Richard Vogg Timo Lüddecke Jonathan Henrich Sharmita Dey Matthias Nuske ... Alexander Gail Stefan Treue H. Scherberger Florentin Wörgötter Alexander S. Ecker 388 14 0 29 Jan 2024
Incorporating simulated spatial context information improves the effectiveness of contrastive learning modelsPatterns (Patterns), 2024 Lizhen Zhu James Z. Wang Wonseuk Lee Bradley P. Wyble 200 2 0 26 Jan 2024
ARGS: Alignment as Reward-Guided SearchInternational Conference on Learning Representations (ICLR), 2024 Maxim Khanov Jirayu Burapacheep Yixuan Li 402 93 0 23 Jan 2024
Facing the Elephant in the Room: Visual Prompt Tuning or Full Finetuning?International Conference on Learning Representations (ICLR), 2024 Cheng Han Qifan Wang Yiming Cui Wenguan Wang Lifu Huang Siyuan Qi Dongfang Liu VLM 348 37 0 23 Jan 2024
Geometric Prior Guided Feature Representation Learning for Long-Tailed ClassificationInternational Journal of Computer Vision (IJCV), 2024 Yanbiao Ma Licheng Jiao Fan Liu Shuyuan Yang Xu Liu Puhua Chen 177 21 0 21 Jan 2024
Adaptive Data Augmentation for Aspect Sentiment Quad PredictionIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2024 Wenyuan Zhang Xinghua Zhang Shiyao Cui Kun Huang Xuebin Wang Tingwen Liu 201 11 0 12 Jan 2024
Let's Go Shopping (LGS) -- Web-Scale Image-Text Dataset for Visual Concept Understanding Yatong Bai Utsav Garg Apaar Shanker Haoming Zhang Samyak Parajuli ... Eugenia D Fomitcheva E. Branson Aerin Kim Somayeh Sojoudi Kyunghyun Cho 151 2 0 09 Jan 2024
Synthetic Information towards Maximum Posterior Ratio for deep learning on Imbalanced Data Hung Nguyen Morris Chang SyDa 106 3 0 05 Jan 2024
TagAlign: Improving Vision-Language Alignment with Multi-Tag Classification Qinying Liu Wei Wu Kecheng Zheng Zhan Tong Jiawei Liu Yu Liu Wei Chen Zilei Wang Yujun Shen VLM 305 7 0 21 Dec 2023
Layerwise complexity-matched learning yields an improved model of cortical area V2 Nikhil Parthasarathy Olivier J. Hénaff Eero P. Simoncelli 225 2 0 18 Dec 2023