Haoyu He | DeepAI

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495 publications
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110 publications
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∙ 06/30/2023

Stitched ViTs are Flexible Vision Backbones

Large pretrained plain vision Transformers (ViTs) have been the workhors...

0 Zizheng Pan, et al. ∙

∙ 03/26/2023

Illuminati: Towards Explaining Graph Neural Networks for Cybersecurity Analysis

Graph neural networks (GNNs) have been utilized to create multi-layer gr...

0 Haoyu He, et al. ∙

∙ 02/02/2023

A Survey on Efficient Training of Transformers

Recent advances in Transformers have come with a huge requirement on com...

0 Bohan Zhuang, et al. ∙

∙ 12/05/2022

MAP-Music2Vec: A Simple and Effective Baseline for Self-Supervised Music Audio Representation Learning

The deep learning community has witnessed an exponentially growing inter...

16 Yizhi Li, et al. ∙

∙ 09/19/2022

EcoFormer: Energy-Saving Attention with Linear Complexity

Transformer is a transformative framework that models sequential data an...

0 Jing Liu, et al. ∙

∙ 11/22/2021

Mesa: A Memory-saving Training Framework for Transformers

There has been an explosion of interest in designing high-performance Tr...

15 Zizheng Pan, et al. ∙

∙ 09/23/2021

Distiller: A Systematic Study of Model Distillation Methods in Natural Language Processing

We aim to identify how different components in the KD pipeline affect th...

0 Haoyu He, et al. ∙

∙ 05/29/2021

Less is More: Pay Less Attention in Vision Transformers

Transformers have become one of the dominant architectures in deep learn...

0 Zizheng Pan, et al. ∙

∙ 05/04/2021

End-to-end One-shot Human Parsing

Previous human parsing models are limited to parsing humans into pre-def...

0 Haoyu He, et al. ∙

∙ 03/19/2021

Scalable Visual Transformers with Hierarchical Pooling

The recently proposed Visual image Transformers (ViT) with pure attentio...

0 Zizheng Pan, et al. ∙

∙ 12/22/2020

Progressive One-shot Human Parsing

Prior human parsing models are limited to parsing humans into classes pr...

0 Haoyu He, et al. ∙

∙ 11/27/2019

Grapy-ML: Graph Pyramid Mutual Learning for Cross-dataset Human Parsing

Human parsing, or human body part semantic segmentation, has been an act...

4 Haoyu He, et al. ∙

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