Visual Learning With Limited Labels: Zero-Shot, Few-Shot, Any-Shot, and Cross-Domain Few-Shot Learning


Activity-Aware Attributes for Zero-Shot Driver Behavior Recognition
Simon Reiss,
Alina Roitberg,
Monica Haurilet,
Rainer Stiefelhagen
[pdf]
[bibtex]
@InProceedings{Reiss_2020_CVPR_Workshops,
author = {Reiss, Simon and Roitberg, Alina and Haurilet, Monica and Stiefelhagen, Rainer},
title = {Activity-Aware Attributes for Zero-Shot Driver Behavior Recognition},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Diagnosing Rarity in Human-Object Interaction Detection
Mert Kilickaya,
Arnold Smeulders
[pdf]
[bibtex]
@InProceedings{Kilickaya_2020_CVPR_Workshops,
author = {Kilickaya, Mert and Smeulders, Arnold},
title = {Diagnosing Rarity in Human-Object Interaction Detection},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Pose-Guided Knowledge Transfer for Object Part Segmentation
Shujon Naha,
Qingyang Xiao,
Prianka Banik,
Md Alimoor Reza,
David J. Crandall
[pdf]
[bibtex]
@InProceedings{Naha_2020_CVPR_Workshops,
author = {Naha, Shujon and Xiao, Qingyang and Banik, Prianka and Reza, Md Alimoor and Crandall, David J.},
title = {Pose-Guided Knowledge Transfer for Object Part Segmentation},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

MA3: Model Agnostic Adversarial Augmentation for Few Shot Learning
Rohit Jena,
Shirsendu Sukanta Halder,
Katia Sycara
[pdf]
[bibtex]
@InProceedings{Jena_2020_CVPR_Workshops,
author = {Jena, Rohit and Halder, Shirsendu Sukanta and Sycara, Katia},
title = {MA3: Model Agnostic Adversarial Augmentation for Few Shot Learning},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

ePillID Dataset: A Low-Shot Fine-Grained Benchmark for Pill Identification
Naoto Usuyama,
Natalia Larios Delgado,
Amanda K. Hall,
Jessica Lundin
[pdf]
[bibtex]
@InProceedings{Usuyama_2020_CVPR_Workshops,
author = {Usuyama, Naoto and Delgado, Natalia Larios and Hall, Amanda K. and Lundin, Jessica},
title = {ePillID Dataset: A Low-Shot Fine-Grained Benchmark for Pill Identification},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Image2Audio: Facilitating Semi-Supervised Audio Emotion Recognition With Facial Expression Image
Gewen He,
Xiaofeng Liu,
Fangfang Fan,
Jane You
[pdf]
[bibtex]
@InProceedings{He_2020_CVPR_Workshops,
author = {He, Gewen and Liu, Xiaofeng and Fan, Fangfang and You, Jane},
title = {Image2Audio: Facilitating Semi-Supervised Audio Emotion Recognition With Facial Expression Image},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Auto-Annotation Quality Prediction for Semi-Supervised Learning With Ensembles
Dror Simon,
Miriam Farber,
Roman Goldenberg
[pdf]
[bibtex]
@InProceedings{Simon_2020_CVPR_Workshops,
author = {Simon, Dror and Farber, Miriam and Goldenberg, Roman},
title = {Auto-Annotation Quality Prediction for Semi-Supervised Learning With Ensembles},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

CLAREL: Classification via Retrieval Loss for Zero-Shot Learning
Boris N. Oreshkin,
Negar Rostamzadeh,
Pedro O. Pinheiro,
Christopher Pal
[pdf] [supp]
[bibtex]
@InProceedings{Oreshkin_2020_CVPR_Workshops,
author = {Oreshkin, Boris N. and Rostamzadeh, Negar and Pinheiro, Pedro O. and Pal, Christopher},
title = {CLAREL: Classification via Retrieval Loss for Zero-Shot Learning},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Unsupervised Batch Normalization
Mustafa Taha Kocyigit,
Laura Sevilla-Lara,
Timothy M. Hospedales,
Hakan Bilen
[pdf]
[bibtex]
@InProceedings{Kocyigit_2020_CVPR_Workshops,
author = {Kocyigit, Mustafa Taha and Sevilla-Lara, Laura and Hospedales, Timothy M. and Bilen, Hakan},
title = {Unsupervised Batch Normalization},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Take the Scenic Route: Improving Generalization in Vision-and-Language Navigation
Felix Yu,
Zhiwei Deng,
Karthik Narasimhan,
Olga Russakovsky
[pdf]
[bibtex]
@InProceedings{Yu_2020_CVPR_Workshops,
author = {Yu, Felix and Deng, Zhiwei and Narasimhan, Karthik and Russakovsky, Olga},
title = {Take the Scenic Route: Improving Generalization in Vision-and-Language Navigation},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

An Embarrassingly Simple Baseline to One-Shot Learning
Chen Liu,
Chengming Xu,
Yikai Wang,
Li Zhang,
Yanwei Fu
[pdf]
[bibtex]
@InProceedings{Liu_2020_CVPR_Workshops,
author = {Liu, Chen and Xu, Chengming and Wang, Yikai and Zhang, Li and Fu, Yanwei},
title = {An Embarrassingly Simple Baseline to One-Shot Learning},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Towards Fine-Grained Sampling for Active Learning in Object Detection
Sai Vikas Desai,
Vineeth N Balasubramanian
[pdf]
[bibtex]
@InProceedings{Desai_2020_CVPR_Workshops,
author = {Desai, Sai Vikas and Balasubramanian, Vineeth N},
title = {Towards Fine-Grained Sampling for Active Learning in Object Detection},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Zero-Shot Learning in the Presence of Hierarchically Coarsened Labels
Colin Samplawski,
Erik Learned-Miller,
Heesung Kwon,
Benjamin M. Marlin
[pdf]
[bibtex]
@InProceedings{Samplawski_2020_CVPR_Workshops,
author = {Samplawski, Colin and Learned-Miller, Erik and Kwon, Heesung and Marlin, Benjamin M.},
title = {Zero-Shot Learning in the Presence of Hierarchically Coarsened Labels},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Cross-Domain Knowledge Transfer for Prediction of Chemosensitivity in Ovarian Cancer Patients
Asfand Yaar,
Amina Asif,
Shan E Ahmed Raza,
Nasir Rajpoot,
Fayyaz Minhas
[pdf]
[bibtex]
@InProceedings{Yaar_2020_CVPR_Workshops,
author = {Yaar, Asfand and Asif, Amina and Raza, Shan E Ahmed and Rajpoot, Nasir and Minhas, Fayyaz},
title = {Cross-Domain Knowledge Transfer for Prediction of Chemosensitivity in Ovarian Cancer Patients},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Selecting Auxiliary Data Using Knowledge Graphs for Image Classification With Limited Labels
Elaheh Raisi,
Stephen H. Bach
[pdf]
[bibtex]
@InProceedings{Raisi_2020_CVPR_Workshops,
author = {Raisi, Elaheh and Bach, Stephen H.},
title = {Selecting Auxiliary Data Using Knowledge Graphs for Image Classification With Limited Labels},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Relative Position and Map Networks in Few-Shot Learning for Image Classification
Zhiyu Xue,
Zhenshan Xie,
Zheng Xing,
Lixin Duan
[pdf]
[bibtex]
@InProceedings{Xue_2020_CVPR_Workshops,
author = {Xue, Zhiyu and Xie, Zhenshan and Xing, Zheng and Duan, Lixin},
title = {Relative Position and Map Networks in Few-Shot Learning for Image Classification},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Any-Shot Sequential Anomaly Detection in Surveillance Videos
Keval Doshi,
Yasin Yilmaz
[pdf]
[bibtex]
@InProceedings{Doshi_2020_CVPR_Workshops,
author = {Doshi, Keval and Yilmaz, Yasin},
title = {Any-Shot Sequential Anomaly Detection in Surveillance Videos},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Alleviating Semantic-Level Shift: A Semi-Supervised Domain Adaptation Method for Semantic Segmentation
Zhonghao Wang,
Yunchao Wei,
Rogerio Feris,
Jinjun Xiong,
Wen-mei Hwu,
Thomas S. Huang,
Honghui Shi
[pdf]
[bibtex]
@InProceedings{Wang_2020_CVPR_Workshops,
author = {Wang, Zhonghao and Wei, Yunchao and Feris, Rogerio and Xiong, Jinjun and Hwu, Wen-mei and Huang, Thomas S. and Shi, Honghui},
title = {Alleviating Semantic-Level Shift: A Semi-Supervised Domain Adaptation Method for Semantic Segmentation},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Self-Supervised Learning of Local Features in 3D Point Clouds
Ali Thabet,
Humam Alwassel,
Bernard Ghanem
[pdf]
[bibtex]
@InProceedings{Thabet_2020_CVPR_Workshops,
author = {Thabet, Ali and Alwassel, Humam and Ghanem, Bernard},
title = {Self-Supervised Learning of Local Features in 3D Point Clouds},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

A Simple Discriminative Dual Semantic Auto-Encoder for Zero-Shot Classification
Yang Liu,
Jin Li,
Xinbo Gao
[pdf]
[bibtex]
@InProceedings{Liu_2020_CVPR_Workshops,
author = {Liu, Yang and Li, Jin and Gao, Xinbo},
title = {A Simple Discriminative Dual Semantic Auto-Encoder for Zero-Shot Classification},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

ViSeR: Visual Self-Regularization
Hamid Izadinia,
Pierre Garrigues
[pdf]
[bibtex]
@InProceedings{Izadinia_2020_CVPR_Workshops,
author = {Izadinia, Hamid and Garrigues, Pierre},
title = {ViSeR: Visual Self-Regularization},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Context-Guided Super-Class Inference for Zero-Shot Detection
Yanan Li,
Yilan Shao,
Donghui Wang
[pdf]
[bibtex]
@InProceedings{Li_2020_CVPR_Workshops,
author = {Li, Yanan and Shao, Yilan and Wang, Donghui},
title = {Context-Guided Super-Class Inference for Zero-Shot Detection},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}

Rethinking Segmentation Guidance for Weakly Supervised Object Detection
Ke Yang,
Peng Zhang,
Peng Qiao,
Zhiyuan Wang,
Huadong Dai,
Tianlong Shen,
Dongsheng Li,
Yong Dou
[pdf]
[bibtex]
@InProceedings{Yang_2020_CVPR_Workshops,
author = {Yang, Ke and Zhang, Peng and Qiao, Peng and Wang, Zhiyuan and Dai, Huadong and Shen, Tianlong and Li, Dongsheng and Dou, Yong},
title = {Rethinking Segmentation Guidance for Weakly Supervised Object Detection},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
}