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SoftMatch: Addressing the Quantity-Quality Trade-off in Semi-supervised Learning


Jan 26, 2023
Hao Chen, Ran Tao, Yue Fan, Yidong Wang, Jindong Wang, Bernt Schiele, Xing Xie, Bhiksha Raj, Marios Savvides

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* ICLR 2023 

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Enhanced Training of Query-Based Object Detection via Selective Query Recollection


Dec 15, 2022
Fangyi Chen, Han Zhang, Kai Hu, Yu-kai Huang, Chenchen Zhu, Marios Savvides

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An Embarrassingly Simple Baseline for Imbalanced Semi-Supervised Learning


Nov 20, 2022
Hao Chen, Yue Fan, Yidong Wang, Jindong Wang, Bernt Schiele, Xing Xie, Marios Savvides, Bhiksha Raj

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* Imbalanced Semi-Supervised Learning 

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Vec2Face-v2: Unveil Human Faces from their Blackbox Features via Attention-based Network in Face Recognition


Sep 11, 2022
Thanh-Dat Truong, Chi Nhan Duong, Ngan Le, Marios Savvides, Khoa Luu

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* arXiv admin note: substantial text overlap with arXiv:2003.06958 

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Conv-Adapter: Exploring Parameter Efficient Transfer Learning for ConvNets


Aug 24, 2022
Hao Chen, Ran Tao, Han Zhang, Yidong Wang, Wei Ye, Jindong Wang, Guosheng Hu, Marios Savvides

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* wrong version 

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USB: A Unified Semi-supervised Learning Benchmark


Aug 12, 2022
Yidong Wang, Hao Chen, Yue Fan, Wang Sun, Ran Tao, Wenxin Hou, Renjie Wang, Linyi Yang, Zhi Zhou, Lan-Zhe Guo, Heli Qi, Zhen Wu, Yu-Feng Li, Satoshi Nakamura, Wei Ye, Marios Savvides, Bhiksha Raj, Takahiro Shinozaki, Bernt Schiele, Jindong Wang, Xing Xie, Yue Zhang

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* Submitted to NeurIPS'22 dataset and benchmark track; code at https://github.com/microsoft/Semi-supervised-learning 

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FreeMatch: Self-adaptive Thresholding for Semi-supervised Learning


May 15, 2022
Yidong Wang, Hao Chen, Qiang Heng, Wenxin Hou, Marios Savvides, Takahiro Shinozaki, Bhiksha Raj, Zhen Wu, Jindong Wang

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* Preprint. Codebase: https://github.com/TorchSSL/TorchSSL 

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Powering Finetuning in Few-shot Learning: Domain-Agnostic Feature Adaptation with Rectified Class Prototypes


Apr 07, 2022
Ran Tao, Han Zhang, Yutong Zheng, Marios Savvides

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* published in AAAI-22 

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Unitail: Detecting, Reading, and Matching in Retail Scene


Apr 01, 2022
Fangyi Chen, Han Zhang, Zaiwang Li, Jiachen Dou, Shentong Mo, Hao Chen, Yongxin Zhang, Uzair Ahmed, Chenchen Zhu, Marios Savvides

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* Technical Report 

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