Publications by Tong Zhang | EPFL Graph Search

Related publications (23)

Reinforced Attention for Few-Shot Learning and Beyond

Few-shot learning aims to correctly recognize query samples from unseen classes given a limited number of support samples, often by relying on global embeddings of images. In this paper, we propose to equip the backbone network with an attention agent, whi ...

IEEE COMPUTER SOC2021

Leverage Your Local and Global Representations: A New Self-Supervised Learning Strategy

Sabine Süsstrunk, Mathieu Salzmann, Tong Zhang

Self-supervised learning (SSL) methods aim to learn view-invariant representations by maximizing the similarity between the features extracted from different crops of the same image regardless of cropping size and content. In essence, this strategy ignores ...

IEEE COMPUTER SOC2022

Semi-supervised Active Salient Object Detection

Gonzalo Orejas Guinea, Tong Zhang

In this paper, we propose a novel semi-supervised active salient object detection (SOD) method that actively acquires a small subset of the most discriminative and representative samples for labeling. Two main contributions have been made to prevent the me ...

ELSEVIER SCI LTD2022