Search Results for author: Manli Zhang

Found 4 papers, 3 papers with code

IEPT: Instance-Level and Episode-Level Pretext Tasks for Few-Shot Learning

1 code implementation ICLR 2021 Manli Zhang, Jianhong Zhang, Zhiwu Lu, Tao Xiang, Mingyu Ding, Songfang Huang

Importantly, at the episode-level, two SSL-FSL hybrid learning objectives are devised: (1) The consistency across the predictions of an FSL classifier from different extended episodes is maximized as an episode-level pretext task.

Few-Shot Learning Self-Supervised Learning +2

AdarGCN: Adaptive Aggregation GCN for Few-Shot Learning

no code implementations28 Feb 2020 Jianhong Zhang, Manli Zhang, Zhiwu Lu, Tao Xiang, Ji-Rong Wen

To address this problem, we propose a graph convolutional network (GCN)-based label denoising (LDN) method to remove the irrelevant images.

Denoising Few-Shot Learning +1

Recursive Visual Attention in Visual Dialog

1 code implementation CVPR 2019 Yulei Niu, Hanwang Zhang, Manli Zhang, Jianhong Zhang, Zhiwu Lu, Ji-Rong Wen

Visual dialog is a challenging vision-language task, which requires the agent to answer multi-round questions about an image.

Question Answering Visual Dialog +1

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