Meta-Transfer Learning for Few-Shot Learning

6 December 2018

Bernt Schiele

Papers citing "Meta-Transfer Learning for Few-Shot Learning"

50 / 408 papers shown

Title
A Meta-Learning Approach for Medical Image Registration Heejung Park Gyeong Min Lee Soopil Kim Gahyung Ryu Areum Jeong Sang Hyun Park Sa-Hee Min 19 11 0 21 Apr 2021
Applications of physics-informed scientific machine learning in subsurface science: A survey A. Sun H. Yoon C. Shih Zhi Zhong AI4CE 13 9 0 10 Apr 2021
Conditional Hyper-Network for Blind Super-Resolution with Multiple Degradations Guanghao Yin Wei Wang Zehuan Yuan Wei Ji Dongdong Yu Shouqian Sun Tat-Seng Chua Changhu Wang 21 14 0 08 Apr 2021
Few-Shot Incremental Learning with Continually Evolved Classifiers Chi Zhang Nan Song Guosheng Lin Yun Zheng Pan Pan Yinghui Xu CLL 34 289 0 07 Apr 2021
Learnable Expansion-and-Compression Network for Few-shot Class-Incremental Learning Boyu Yang Mingbao Lin Binghao Liu Mengying Fu Chang-rui Liu Rongrong Ji QiXiang Ye CLL 16 14 0 06 Apr 2021
MetaHTR: Towards Writer-Adaptive Handwritten Text Recognition A. Bhunia S. Ghose Amandeep Kumar Pinaki Nath Chowdhury Aneeshan Sain Yi-Zhe Song 23 29 0 05 Apr 2021
Federated Few-Shot Learning with Adversarial Learning Chenyou Fan Jianwei Huang FedML 13 29 0 01 Apr 2021
Revisiting Local Descriptor for Improved Few-Shot Classification J. He Richang Hong Xueliang Liu Mingliang Xu Qianru Sun 11 24 0 30 Mar 2021
OTCE: A Transferability Metric for Cross-Domain Cross-Task Representations Yang Tan Yang Li Shao-Lun Huang OT OOD OODD 9 70 0 25 Mar 2021
Learning Dynamic Alignment via Meta-filter for Few-shot Learning C. Xu Chen Liu Li Zhang Chengjie Wang Jilin Li Feiyue Huang Xiangyang Xue Yanwei Fu 16 103 0 25 Mar 2021
One to Many: Adaptive Instrument Segmentation via Meta Learning and Dynamic Online Adaptation in Robotic Surgical Video Zixu Zhao Yueming Jin Bo Lu Chi-Fai Ng Qi Dou Yunhui Liu Pheng-Ann Heng 10 24 0 24 Mar 2021
Hierarchical Representation based Query-Specific Prototypical Network for Few-Shot Image Classification Yaohui Li Huaxiong Li Haoxing Chen Chunlin Chen 25 4 0 21 Mar 2021
Multi-level Metric Learning for Few-shot Image Recognition Haoxing Chen Huaxiong Li Yaohui Li Chunlin Chen 24 21 0 21 Mar 2021
DMN4: Few-shot Learning via Discriminative Mutual Nearest Neighbor Neural Network Yang Liu Tu Zheng Jie Song Deng Cai Xiaofei He 22 25 0 15 Mar 2021
A Review on Semi-Supervised Relation Extraction Yusen Lin SSL 14 3 0 12 Mar 2021
Population-Based Evolution Optimizes a Meta-Learning Objective Kevin Frans Olaf Witkowski 17 5 0 11 Mar 2021
Machine Learning for Massive Industrial Internet of Things Hui Zhou Changyang She Yansha Deng M. Dohler A. Nallanathan 14 30 0 10 Mar 2021
Multi-Pretext Attention Network for Few-shot Learning with Self-supervision Hainan Li Renshuai Tao Jun Li Haotong Qin Yifu Ding Shuo Wang Xianglong Liu SSL 19 8 0 10 Mar 2021
FSCE: Few-Shot Object Detection via Contrastive Proposal Encoding Bo Sun Banghuai Li Shengcai Cai Ye Yuan Chi Zhang 17 369 0 10 Mar 2021
Structure-Enhanced Meta-Learning For Few-Shot Graph Classification Shunyu Jiang Fuli Feng Weijia Chen Xiang Li Xiangnan He 17 18 0 05 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 20 3 0 03 Mar 2021
Exploring Complementary Strengths of Invariant and Equivariant Representations for Few-Shot Learning Mamshad Nayeem Rizve Salman Khan F. Khan M. Shah 29 108 0 01 Mar 2021
Few-Shot Lifelong Learning Pratik Mazumder Pravendra Singh Piyush Rai CLL 21 119 0 01 Mar 2021
Meta-Transfer Learning for Low-Resource Abstractive Summarization Yi-Syuan Chen Hong-Han Shuai CLL OffRL 40 38 0 18 Feb 2021
SelfHAR: Improving Human Activity Recognition through Self-training with Unlabeled Data Chi Ian Tang I. Perez-Pozuelo Dimitris Spathis S. Brage N. Wareham Cecilia Mascolo SSL HAI VLM 11 90 0 11 Feb 2021
Transfer learning based few-shot classification using optimal transport mapping from preprocessed latent space of backbone neural network Tomás Chobola Daniel Vasata Pavel Kordík OT 15 14 0 09 Feb 2021
Few-shot Image Classification with Multi-Facet Prototypes Kun Yan Zied Bouraoui Ping Wang Shoaib Jameel Steven Schockaert 13 4 0 01 Feb 2021
Combat Data Shift in Few-shot Learning with Knowledge Graph Yongchun Zhu Fuzhen Zhuang Xiangliang Zhang Zhiyuan Qi Zhiping Shi Juan Cao Qing He OOD 13 4 0 27 Jan 2021
Contrastive Prototype Learning with Augmented Embeddings for Few-Shot Learning Yizhao Gao Nanyi Fei Guangzhen Liu Zhiwu Lu Tao Xiang Songfang Huang 53 35 0 23 Jan 2021
Image-to-Image Translation: Methods and Applications Yingxue Pang Jianxin Lin Tao Qin Zhibo Chen VLM 27 258 0 21 Jan 2021
Shallow Bayesian Meta Learning for Real-World Few-Shot Recognition Xueting Zhang Debin Meng H. Gouk Timothy M. Hospedales BDL UQCV 25 67 0 08 Jan 2021
SpotPatch: Parameter-Efficient Transfer Learning for Mobile Object Detection Keren Ye Adriana Kovashka Mark Sandler Menglong Zhu Andrew G. Howard Marco Fornoni AAML MQ 14 7 0 04 Jan 2021
Few-shot Image Classification: Just Use a Library of Pre-trained Feature Extractors and a Simple Classifier Arkabandhu Chowdhury Mingchao Jiang Swarat Chaudhuri C. Jermaine VLM 18 41 0 03 Jan 2021
MM-FSOD: Meta and metric integrated few-shot object detection Yuewen Li W. Feng Shuchang Lyu Qi Zhao Xuliang Li ObjD 12 12 0 30 Dec 2020
Spatial Contrastive Learning for Few-Shot Classification Yassine Ouali C´eline Hudelot Myriam Tami 11 49 0 26 Dec 2020
Few Shot Learning With No Labels Aditya Bharti V. Balasubramanian C. V. Jawahar VLM 4 3 0 26 Dec 2020
Task-Adaptive Negative Envision for Few-Shot Open-Set Recognition Shiyuan Huang Jiawei Ma G. Han Shih-Fu Chang BDL 17 19 0 24 Dec 2020
Adversarial Meta Sampling for Multilingual Low-Resource Speech Recognition Yubei Xiao Ke Gong Pan Zhou Guolin Zheng Xiaodan Liang Liang Lin 17 34 0 22 Dec 2020
On Episodes, Prototypical Networks, and Few-shot Learning Steinar Laenen Luca Bertinetto 12 97 0 17 Dec 2020
Towards Recognizing New Semantic Concepts in New Visual Domains Massimiliano Mancini OOD 31 0 0 16 Dec 2020
Portrait Neural Radiance Fields from a Single Image Chen Gao Yichang Shih Wei-Sheng Lai Chia-Kai Liang Jia-Bin Huang 3DH CVBM 98 79 0 10 Dec 2020
Detection of Adversarial Supports in Few-shot Classifiers Using Self-Similarity and Filtering Y. Tan Penny Chong Jiamei Sun Ngai-man Cheung Yuval Elovici Alexander Binder 18 1 0 09 Dec 2020
SB-MTL: Score-based Meta Transfer-Learning for Cross-Domain Few-Shot Learning J. Cai B. Cai S. Shen 12 7 0 03 Dec 2020
Revisiting Unsupervised Meta-Learning via the Characteristics of Few-Shot Tasks Han-Jia Ye Lu Han De-Chuan Zhan OffRL SSL VLM 14 27 0 30 Nov 2020
Multi-scale Adaptive Task Attention Network for Few-Shot Learning Haoxing Chen Huaxiong Li Yaohui Li Chunlin Chen 19 29 0 30 Nov 2020
Mixture-based Feature Space Learning for Few-shot Image Classification Arman Afrasiyabi Jean-François Lalonde Christian Gagné VLM 11 70 0 24 Nov 2020
One Shot Learning for Speech Separation Yuan-Kuei Wu Kuan-Po Huang Yu Tsao Hung-yi Lee VLM 13 7 0 20 Nov 2020
Bidirectional RNN-based Few Shot Learning for 3D Medical Image Segmentation Soopil Kim Sion An Philip Chikontwe Sang Hyun Park 14 40 0 19 Nov 2020
Towards Zero-Shot Learning with Fewer Seen Class Examples Vinay K. Verma Ashish Mishra Anubha Pandey H. Murthy Piyush Rai VLM 26 15 0 14 Nov 2020
Confusable Learning for Large-class Few-Shot Classification B. Li Bo Han Zhuowei Wang Jing Jiang Guodong Long 16 2 0 06 Nov 2020