Label Efficient Learning of Transferable Representations across Domains and Tasks

30 November 2017

Li Fei-Fei

Papers citing "Label Efficient Learning of Transferable Representations across Domains and Tasks"

50 / 112 papers shown

Title
FocalLens: Instruction Tuning Enables Zero-Shot Conditional Image Representations Cheng-Yu Hsieh Pavan Kumar Anasosalu Vasu Fartash Faghri Raviteja Vemulapalli Chun-Liang Li Ranjay Krishna Oncel Tuzel Hadi Pouransari VLM 470 0 0 11 Apr 2025
Steady Progress Beats Stagnation: Mutual Aid of Foundation and Conventional Models in Mixed Domain Semi-Supervised Medical Image Segmentation Qinghe Ma Jian Zhang Zekun Li Lei Qi Qian Yu Yinghuan Shi MedIm 77 1 0 21 Mar 2025
Model Adaptation: Unsupervised Domain Adaptation without Source Data Rui Li Qianfen Jiao Wenming Cao Hau-San Wong Si Wu OOD 317 493 0 26 Feb 2025
Unsupervised Attention Regularization Based Domain Adaptation for Oracle Character Recognition Mei Wang Weihong Deng Jiani Hu Sen Su 79 0 0 24 Sep 2024
Bayesian Transfer Learning Piotr M. Suder Jason Xu David B. Dunson 99 6 0 20 Dec 2023
Oracle Character Recognition using Unsupervised Discriminative Consistency Network Mei Wang Weihong Deng Sen Su 61 12 0 11 Dec 2023
Taxonomy Adaptive Cross-Domain Adaptation in Medical Imaging via Optimization Trajectory Distillation Jianan Fan Dongnan Liu Hang Chang Heng-Chiao Huang Mei Chen Weidong (Tom) Cai OOD 91 9 0 27 Jul 2023
Differentially Private Video Activity Recognition Zelun Luo Yuliang Zou Yijin Yang Zane Durante De-An Huang Zhiding Yu Chaowei Xiao L. Fei-Fei Anima Anandkumar PICV 85 5 0 27 Jun 2023
Efficient Large-Scale Visual Representation Learning And Evaluation Eden Dolev A. Awad Denisa Roberts Zahra Ebrahimzadeh Marcin Mejran Vaibhav Malpani Mahir Yavuz 63 0 0 22 May 2023
Mode-Aware Continual Learning for Conditional Generative Adversarial Networks Cat P. Le Juncheng Dong Ahmed Aloui Vahid Tarokh TTA GAN 54 1 0 19 May 2023
Incorporating Experts' Judgment into Machine Learning Models Hogun Park Aly Megahed Peifeng Yin Yuya Jeremy Ong P. Mahajan Pei Guo 23 9 0 24 Apr 2023
A Survey on Few-Shot Class-Incremental Learning Song Tian Lusi Li Weijun Li Hang Ran Xin Ning Prayag Tiwari CLL 98 110 0 17 Apr 2023
Domain Adaptive Semantic Segmentation by Optimal Transport Yaqian Guo Xiao Wang Ce Li Shihui Ying OT 99 11 0 29 Mar 2023
Interpretations of Domain Adaptations via Layer Variational Analysis Huan-Hsin Tseng Hsin-Yi Lin Kuo-Hsuan Hung Yu Tsao FAtt 63 4 0 03 Feb 2023
Instance-level Heterogeneous Domain Adaptation for Limited-labeled Sketch-to-Photo Retrieval Fan Yang Yang Wu Zheng Wang Wenting Chen S. Sakti Satoshi Nakamura VLM 79 26 0 26 Nov 2022
Cluster-to-adapt: Few Shot Domain Adaptation for Semantic Segmentation across Disjoint Labels Tarun Kalluri Manmohan Chandraker VLM 58 11 0 04 Aug 2022
Unsupervised Domain Adaptation Using Feature Disentanglement And GCNs For Medical Image Classification Dwarikanath Mahapatra OOD 59 14 0 27 Jun 2022
A Survey on Computational Intelligence-based Transfer Learning Mohamad Zamini Eunjin Kim 34 2 0 17 Jun 2022
Metric Based Few-Shot Graph Classification Donato Crisostomi Simone Antonelli Valentino Maiorca Luca Moschella R. Marin Emanuele Rodolà 101 5 0 08 Jun 2022
Learning Unbiased Transferability for Domain Adaptation by Uncertainty Modeling Jian Hu Haowen Zhong Junchi Yan S. Gong Guile Wu Fei Yang 41 11 0 02 Jun 2022
Cycle Label-Consistent Networks for Unsupervised Domain Adaptation Mei Wang Weihong Deng 44 7 0 27 May 2022
Unsupervised Structure-Texture Separation Network for Oracle Character Recognition Mei Wang Weihong Deng Chenguang Liu 111 27 0 13 May 2022
How to Fine-tune Models with Few Samples: Update, Data Augmentation, and Test-time Augmentation Yujin Kim Jaehoon Oh Sungnyun Kim Se-Young Yun 78 6 0 13 May 2022
Heterogeneous Domain Adaptation with Adversarial Neural Representation Learning: Experiments on E-Commerce and Cybersecurity Mohammadreza Ebrahimi Yidong Chai Hao Helen Zhang Hsinchun Chen 58 9 0 05 May 2022
GATE: Graph CCA for Temporal SElf-supervised Learning for Label-efficient fMRI Analysis Liang Peng Nan Wang Jie Xu Xiao-lan Zhu Xiaoxiao Li 69 36 0 17 Mar 2022
From Big to Small: Adaptive Learning to Partial-Set Domains Zhangjie Cao Kaichao You Ziyang Zhang Jianmin Wang Mingsheng Long CLL 102 25 0 14 Mar 2022
Gap Minimization for Knowledge Sharing and Transfer Boyu Wang Jorge Armando Mendez Mendez Changjian Shui Fan Zhou Di Wu Gezheng Xu Christian Gagné Eric Eaton 107 10 0 26 Jan 2022
When Facial Expression Recognition Meets Few-Shot Learning: A Joint and Alternate Learning Framework Xinyi Zou Y. Yan Jing-Hao Xue Si Chen Hanzi Wang 87 15 0 18 Jan 2022
MetaCloth: Learning Unseen Tasks of Dense Fashion Landmark Detection from a Few Samples Yuying Ge Ruimao Zhang Ping Luo 56 7 0 06 Dec 2021
Zero-Shot Dense Retrieval with Momentum Adversarial Domain Invariant Representations Ji Xin Chenyan Xiong A. Srinivasan Ankita Sharma Damien Jose Paul N. Bennett VLM 124 42 0 14 Oct 2021
Task Affinity with Maximum Bipartite Matching in Few-Shot Learning Cat P. Le Juncheng Dong Mohammadreza Soltani Vahid Tarokh 91 11 0 05 Oct 2021
Self-Adaptive Partial Domain Adaptation Jian Hu H. Tuo Shizhao Zhang Chao Wang Haowen Zhong Zhikang Zou Z. Jing H. Leung Ruping Zou TPM 56 2 0 18 Sep 2021
Self-Taught Cross-Domain Few-Shot Learning with Weakly Supervised Object Localization and Task-Decomposition Xiyao Liu Zhong Ji Yanwei Pang Zhongfei Zhang 69 17 0 03 Sep 2021
Transfer Learning for Pose Estimation of Illustrated Characters Shuhong Chen Matthias Zwicker 3DH 68 17 0 04 Aug 2021
Source-Free Adaptation to Measurement Shift via Bottom-Up Feature Restoration Cian Eastwood I. Mason Christopher K. I. Williams Bernhard Schölkopf TTA 70 53 0 12 Jul 2021
Iterative Feature Matching: Toward Provable Domain Generalization with Logarithmic Environments Yining Chen Elan Rosenfeld Mark Sellke Tengyu Ma Andrej Risteski OOD 76 33 0 18 Jun 2021
What Can Knowledge Bring to Machine Learning? -- A Survey of Low-shot Learning for Structured Data Yang Hu Adriane P. Chapman Guihua Wen Dame Wendy Hall 98 25 0 11 Jun 2021
More Separable and Easier to Segment: A Cluster Alignment Method for Cross-Domain Semantic Segmentation Shuang Wang Dongxing Zhao Yi Li Chi Zhang Yuwei Guo Qi Zang B. Hou L. Jiao 78 1 0 07 May 2021
ECACL: A Holistic Framework for Semi-Supervised Domain Adaptation Kai Li Chang Liu Handong Zhao Yulun Zhang Y. Fu 75 59 0 19 Apr 2021
Fisher Task Distance and Its Application in Neural Architecture Search Cat P. Le Mohammadreza Soltani Juncheng Dong Vahid Tarokh FedML 95 8 0 23 Mar 2021
CAM-GAN: Continual Adaptation Modules for Generative Adversarial Networks Sakshi Varshney Vinay Kumar Verma K. SrijithP. Lawrence Carin Piyush Rai GAN CLL 63 21 0 06 Mar 2021
Self-Attentive Spatial Adaptive Normalization for Cross-Modality Domain Adaptation Devavrat Tomar M. Lortkipanidze Guillaume Vray Behzad Bozorgtabar Jean-Philippe Thiran OOD MedIm 82 74 0 05 Mar 2021
Multi-task Learning by Leveraging the Semantic Information Fan Zhou B. Chaib-draa Boyu Wang 72 12 0 03 Mar 2021
Learning Invariant Representations across Domains and Tasks Jindong Wang Wenjie Feng Chang-Shu Liu Chaohui Yu Min Du Renjun Xu Tao Qin Tie-Yan Liu OOD 75 4 0 03 Mar 2021
Improved Automated Machine Learning from Transfer Learning Cat P. Le Mohammadreza Soltani Robert J. Ravier Vahid Tarokh 33 5 0 27 Feb 2021
Learning Purified Feature Representations from Task-irrelevant Labels Hai-Tao Zheng Chen Wang Yongqian Li Haitao Zheng Ning Ding 29 3 0 22 Feb 2021
Zero-Shot Learning with Knowledge Enhanced Visual Semantic Embeddings Karan Sikka Jihua Huang Andrew Silberfarb Prateeth Nayak Luke Rohrer Pritish Sahu John Byrnes Ajay Divakaran R. Rohwer 47 4 0 21 Nov 2020
Towards All-around Knowledge Transferring: Learning From Task-irrelevant Labels Hai-Tao Zheng Ruiyang Liu Zihao Zhang Ning Ding Ying Shen Li Tao Haitao Zheng 29 0 0 17 Nov 2020
Generic Semi-Supervised Adversarial Subject Translation for Sensor-Based Human Activity Recognition Elnaz Soleimani G. Khodabandelou A. Chibani Y. Amirat 49 1 0 11 Nov 2020
Against Adversarial Learning: Naturally Distinguish Known and Unknown in Open Set Domain Adaptation Sitong Mao Xiao Shen K. F. Chung 18 0 0 04 Nov 2020