Zero-Shot Learning -- A Comprehensive Evaluation of the Good, the Bad and the Ugly

3 July 2017

Bernt Schiele

Papers citing "Zero-Shot Learning -- A Comprehensive Evaluation of the Good, the Bad and the Ugly"

50 / 264 papers shown

Title
On Learning Semantic Representations for Million-Scale Free-Hand Sketches Peng Xu Yongye Huang Tongtong Yuan Tao Xiang Timothy M. Hospedales Yi-Zhe Song Liang Wang SSL 27 4 0 07 Jul 2020
Ontology-guided Semantic Composition for Zero-Shot Learning Jiaoyan Chen Freddy Lecue Yuxia Geng Jeff Z. Pan Huajun Chen VLM 22 15 0 30 Jun 2020
Towards Robust Pattern Recognition: A Review Xu-Yao Zhang Cheng-Lin Liu C. Suen OOD HAI 19 103 0 12 Jun 2020
Graph-based Visual-Semantic Entanglement Network for Zero-shot Image Recognition Yang Hu Guihua Wen Adriane P. Chapman Pei Yang Mingnan Luo Yingxue Xu Dan Dai Wendy Hall 37 18 0 08 Jun 2020
RarePlanes: Synthetic Data Takes Flight Jacob Shermeyer T. Hossler A. V. Etten Daniel Hogan Ryan Lewis Daeil Kim 19 105 0 04 Jun 2020
Critical Assessment of Transfer Learning for Medical Image Segmentation with Fully Convolutional Neural Networks Davood Karimi Simon K. Warfield Ali Gholipour MedIm 16 19 0 30 May 2020
Zero-Shot Learning and its Applications from Autonomous Vehicles to COVID-19 Diagnosis: A Review Mahdi Rezaei Mahsa Shahidi 29 53 0 29 Apr 2020
Generalized Zero-Shot Learning Via Over-Complete Distribution Rohit Keshari Richa Singh Mayank Vatsa BDL VLM 31 126 0 01 Apr 2020
Locality and compositionality in zero-shot learning Tristan Sylvain Linda Petrini R. Devon Hjelm 24 56 0 20 Dec 2019
A Probabilistic approach for Learning Embeddings without Supervision U. Dutta Mehrtash Harandi C. Sekhar SSL 41 0 0 17 Dec 2019
Open Cross-Domain Visual Search William Thong Pascal Mettes Cees G. M. Snoek 25 13 0 19 Nov 2019
Dont Even Look Once: Synthesizing Features for Zero-Shot Detection Pengkai Zhu Hanxiao Wang Venkatesh Saligrama ObjD 35 88 0 18 Nov 2019
Label-similarity Curriculum Learning Ürün Dogan A. Deshmukh Marcin Machura Christian Igel 23 21 0 15 Nov 2019
Hierarchical Prototype Learning for Zero-Shot Recognition Xingxing Zhang Shupeng Gui Zhenfeng Zhu Yao Zhao Ji Liu VLM 22 22 0 24 Oct 2019
Convolutional Prototype Learning for Zero-Shot Recognition Zhizhe Liu Xingxing Zhang Zhenfeng Zhu Shuai Zheng Yao Zhao Jian Cheng VLM 17 19 0 22 Oct 2019
Coordinated Joint Multimodal Embeddings for Generalized Audio-Visual Zeroshot Classification and Retrieval of Videos Kranti K. Parida Neeraj Matiyali T. Guha Gaurav Sharma VLM 32 41 0 19 Oct 2019
Deep learning tools for the measurement of animal behavior in neuroscience Mackenzie W. Mathis Alexander Mathis 3DV VLM 33 311 0 30 Sep 2019
Rethinking Zero-Shot Learning: A Conditional Visual Classification Perspective Keqin Li Martin Renqiang Min Y. Fu VLM 68 125 0 13 Sep 2019
Transferability and Hardness of Supervised Classification Tasks Anh Tran Cuong V Nguyen Tal Hassner 134 164 0 21 Aug 2019
Transferable Contrastive Network for Generalized Zero-Shot Learning Huajie Jiang Ruiping Wang Shiguang Shan Xilin Chen VLM 21 174 0 16 Aug 2019
Domain-Specific Embedding Network for Zero-Shot Recognition Shaobo Min Hantao Yao Hongtao Xie Zhengjun Zha Yongdong Zhang 35 21 0 12 Aug 2019
Cascaded Revision Network for Novel Object Captioning Qianyu Feng Yu Wu Hehe Fan C. Yan Yezhou Yang 29 35 0 06 Aug 2019
Discriminative Embedding Autoencoder with a Regressor Feedback for Zero-Shot Learning Ying Shi Wei Wei Zhiming Zheng VLM 33 6 0 18 Jul 2019
Dual Adversarial Semantics-Consistent Network for Generalized Zero-Shot Learning Jiancheng Ni Shanghang Zhang Haiyong Xie GAN 23 76 0 12 Jul 2019
Unsupervised State Representation Learning in Atari Ankesh Anand Evan Racah Sherjil Ozair Yoshua Bengio Marc-Alexandre Côté R. Devon Hjelm SSL 44 254 0 19 Jun 2019
Context-Aware Zero-Shot Recognition Ruotian Luo Ning Zhang Bohyung Han L. Yang 17 31 0 19 Apr 2019
Semantically Aligned Bias Reducing Zero Shot Learning Akanksha Paul N. C. Krishnan Prateek Munjal VLM 23 63 0 16 Apr 2019
Creativity Inspired Zero-Shot Learning Mohamed Elhoseiny Mohamed Elfeki VLM 23 72 0 01 Apr 2019
Integrating Semantic Knowledge to Tackle Zero-shot Text Classification Jingqing Zhang Piyawat Lertvittayakumjorn Yike Guo VLM 33 118 0 29 Mar 2019
Zero-shot Image Recognition Using Relational Matching, Adaptation and Calibration Debasmit Das C. S. George Lee VLM 29 29 0 27 Mar 2019
Unifying Unsupervised Domain Adaptation and Zero-Shot Visual Recognition Qian Wang Penghui Bu T. Breckon 27 56 0 25 Mar 2019
f-VAEGAN-D2: A Feature Generating Framework for Any-Shot Learning Yongqin Xian Saurabh Sharma Bernt Schiele Zeynep Akata GAN VLM 36 483 0 25 Mar 2019
GOGGLES: Automatic Image Labeling with Affinity Coding Nilaksh Das Sanya Chaba Renzhi Wu Sakshi Gandhi Duen Horng Chau Xu Chu VLM 24 33 0 11 Mar 2019
Semantically Tied Paired Cycle Consistency for Zero-Shot Sketch-based Image Retrieval Anjan Dutta Zeynep Akata 33 143 0 08 Mar 2019
Semantic-Guided Multi-Attention Localization for Zero-Shot Learning Yizhe Zhu Jianwen Xie Zhiqiang Tang Xi Peng Ahmed Elgammal VLM 25 119 0 01 Mar 2019
MedMentions: A Large Biomedical Corpus Annotated with UMLS Concepts Sunil Mohan Donghui Li 28 154 0 25 Feb 2019
Adaptive Cross-Modal Few-Shot Learning Chen Xing Negar Rostamzadeh Boris N. Oreshkin Pedro H. O. Pinheiro 31 271 0 19 Feb 2019
Multi-modal Ensemble Classification for Generalized Zero Shot Learning Rafael Felix Michele Sasdelli Ian Reid G. Carneiro VLM 24 20 0 15 Jan 2019
Transductive Zero-Shot Learning with Visual Structure Constraint Bo Liu Dongdong Chen Yan-Ran Li Xingguang Yan Junge Zhang Yizhou Yu Jing Liao 14 85 0 06 Jan 2019
Classifier and Exemplar Synthesis for Zero-Shot Learning Soravit Changpinyo Wei-Lun Chao Boqing Gong Fei Sha VLM 21 49 0 16 Dec 2018
Efficient Lifelong Learning with A-GEM Arslan Chaudhry MarcÁurelio Ranzato Marcus Rohrbach Mohamed Elhoseiny CLL 108 1,426 0 02 Dec 2018
Recent Advances in Open Set Recognition: A Survey Chuanxing Geng Sheng-Jun Huang Songcan Chen BDL ObjD 59 758 0 21 Nov 2018
Few-shot Learning for Named Entity Recognition in Medical Text Maximilian Hofer Andrey Kormilitzin Paul W. Goldberg A. Nevado-Holgado 9 65 0 13 Nov 2018
Generative Dual Adversarial Network for Generalized Zero-shot Learning He Huang Chang-Dong Wang Philip S. Yu Chang-Dong Wang GAN 30 220 0 12 Nov 2018
Zero and Few Shot Learning with Semantic Feature Synthesis and Competitive Learning Zhiwu Lu Jiechao Guan Aoxue Li Tao Xiang An Zhao Ji-Rong Wen 28 64 0 19 Oct 2018
Hyper-Process Model: A Zero-Shot Learning algorithm for Regression Problems based on Shape Analysis João C. P. Reis G. Gonçalves 13 5 0 16 Oct 2018
From Classical to Generalized Zero-Shot Learning: a Simple Adaptation Process Yannick Le Cacheux Hervé Le Borgne M. Crucianu VLM 16 14 0 26 Sep 2018
Towards Effective Deep Embedding for Zero-Shot Learning Lei Zhang Peng Wang Lingqiao Liu Chunhua Shen Wei Wei Yanning Zhang Anton Van Den Hengel VLM 13 71 0 30 Aug 2018
Zero-shot Transfer Learning for Semantic Parsing J. Dadashkarimi Alexander R. Fabbri S. Tatikonda Dragomir R. Radev 23 4 0 27 Aug 2018
Zero-shot keyword spotting for visual speech recognition in-the-wild Themos Stafylakis Georgios Tzimiropoulos 35 38 0 23 Jul 2018