Borrowing Treasures from the Wealthy: Deep Transfer Learning through Selective Joint Fine-tuning

28 February 2017

Papers citing "Borrowing Treasures from the Wealthy: Deep Transfer Learning through Selective Joint Fine-tuning"

32 / 32 papers shown

Title
KITE: A Kernel-based Improved Transferability Estimation Method Yunhui Guo 43 0 0 01 May 2024
Few and Fewer: Learning Better from Few Examples Using Fewer Base Classes Raphael Lafargue Yassir Bendou Bastien Pasdeloup J. Diguet Ian Reid Vincent Gripon Jack Valmadre 21 0 0 29 Jan 2024
A Comprehensive Survey of Deep Transfer Learning for Anomaly Detection in Industrial Time Series: Methods, Applications, and Directions Peng Yan Ahmed Abdulkadir Paul-Philipp Luley Matthias Rosenthal Gerrit A. Schatte Benjamin Grewe Thilo Stadelmann AI4TS 36 57 0 11 Jul 2023
Interpretations of Domain Adaptations via Layer Variational Analysis H. Tseng Hsin-Yi Lin Kuo-Hsuan Hung Yu Tsao FAtt 25 3 0 03 Feb 2023
Policy Expansion for Bridging Offline-to-Online Reinforcement Learning Haichao Zhang Weiwen Xu Haonan Yu CLL OffRL OnRL 34 62 0 02 Feb 2023
P3DC-Shot: Prior-Driven Discrete Data Calibration for Nearest-Neighbor Few-Shot Classification Shuang Wang Rui Ma Tieru Wu Yang Cao 18 5 0 02 Jan 2023
Finetune like you pretrain: Improved finetuning of zero-shot vision models Sachin Goyal Ananya Kumar Sankalp Garg Zico Kolter Aditi Raghunathan CLIP VLM 31 136 0 01 Dec 2022
Context-Aware Robust Fine-Tuning Xiaofeng Mao YueFeng Chen Xiaojun Jia Rong Zhang Hui Xue Zhao Li VLM CLIP 24 23 0 29 Nov 2022
On the Importance of Distractors for Few-Shot Classification Rajshekhar Das Yu-xiong Wang José M. F. Moura 16 28 0 20 Sep 2021
Factors of Influence for Transfer Learning across Diverse Appearance Domains and Task Types Thomas Mensink J. Uijlings Alina Kuznetsova Michael Gygli V. Ferrari VLM 32 80 0 24 Mar 2021
Adaptive Consistency Regularization for Semi-Supervised Transfer Learning Abulikemu Abuduweili Xingjian Li Humphrey Shi Chengzhong Xu Dejing Dou 35 77 0 03 Mar 2021
Context-aware Attentional Pooling (CAP) for Fine-grained Visual Classification Ardhendu Behera Zachary Wharton Pradeep Ruwan Padmasiri Galbokka Hewage Asish Bera 59 108 0 17 Jan 2021
Which Model to Transfer? Finding the Needle in the Growing Haystack Cédric Renggli André Susano Pinto Luka Rimanic J. Puigcerver C. Riquelme Ce Zhang Mario Lucic 23 23 0 13 Oct 2020
Hallucinating Saliency Maps for Fine-Grained Image Classification for Limited Data Domains Carola Figueroa Flores Bogdan Raducanu David Berga Joost van de Weijer 17 6 0 24 Jul 2020
Unsupervised Domain Adaptation via Structurally Regularized Deep Clustering Hui Tang Ke Chen K. Jia CML OOD 11 269 0 19 Mar 2020
Channel Interaction Networks for Fine-Grained Image Categorization Yu Gao Xintong Han Xun Wang Weilin Huang Matthew R. Scott 69 157 0 11 Mar 2020
The Devil is in the Channels: Mutual-Channel Loss for Fine-Grained Image Classification Dongliang Chang Yifeng Ding Jiyang Xie A. Bhunia Xiaoxu Li Zhanyu Ma Ming Wu Jun Guo Yi-Zhe Song 27 300 0 11 Feb 2020
Measuring Dataset Granularity Yin Cui Zeqi Gu D. Mahajan L. V. D. van der Maaten Serge J. Belongie Ser-Nam Lim 24 13 0 21 Dec 2019
AdaFilter: Adaptive Filter Fine-tuning for Deep Transfer Learning Yunhui Guo Yandong Li Liqiang Wang Tajana Simunic 27 41 0 21 Nov 2019
Towards Making Deep Transfer Learning Never Hurt Ruosi Wan Haoyi Xiong Xingjian Li Zhanxing Zhu Jun Huan 14 21 0 18 Nov 2019
Towards Understanding the Transferability of Deep Representations Hong Liu Mingsheng Long Jianmin Wang Michael I. Jordan 21 25 0 26 Sep 2019
Regularizing CNN Transfer Learning with Randomised Regression Yang Zhong A. Maki 11 13 0 16 Aug 2019
Forecasting with time series imaging Xixi Li Yanfei Kang Feng Li AI4TS 6 83 0 17 Apr 2019
Transfer Adaptation Learning: A Decade Survey Lei Zhang Xinbo Gao OOD 45 183 0 12 Mar 2019
Weakly Supervised Complementary Parts Models for Fine-Grained Image Classification from the Bottom Up Weifeng Ge Xiangru Lin Yizhou Yu 26 255 0 07 Mar 2019
Unsupervised Domain Adaptation using Generative Models and Self-ensembling Eman T. Hassan Xin Chen David J. Crandall OOD 20 7 0 02 Dec 2018
SpotTune: Transfer Learning through Adaptive Fine-tuning Yunhui Guo Humphrey Shi Abhishek Kumar Kristen Grauman Tajana Simunic Rogerio Feris 34 444 0 21 Nov 2018
Residual Network based Aggregation Model for Skin Lesion Classification Yongsheng Pan Yong-quan Xia MedIm 19 5 0 24 Jul 2018
Land-Cover Classification with High-Resolution Remote Sensing Images Using Transferable Deep Models Xin-Yi Tong Guisong Xia Qikai Lu Huanfeng Shen Shengyang Li S. You Liangpei Zhang 13 731 0 16 Jul 2018
Sparse, Collaborative, or Nonnegative Representation: Which Helps Pattern Classification? Jun Xu Wangpeng An Lei Zhang David C. Zhang BDL 90 119 0 12 Jun 2018
Deep Nearest Class Mean Model for Incremental Odor Classification Yu Cheng Kin-Yeung Wong Kevin Hung Zhizhong Li Weitong Li Jun Zhang 21 10 0 08 Jan 2018
Optimal Transport for Deep Joint Transfer Learning Ying Lu Liming Luke Chen A. Saidi 16 8 0 09 Sep 2017