Search Results for author: Hengyuan Zhao

Found 8 papers, 5 papers with code

Revisit Parameter-Efficient Transfer Learning: A Two-Stage Paradigm

no code implementations14 Mar 2023 Hengyuan Zhao, Hao Luo, Yuyang Zhao, Pichao Wang, Fan Wang, Mike Zheng Shou

In view of the practicality of PETL, previous works focus on tuning a small set of parameters for each downstream task in an end-to-end manner while rarely considering the task distribution shift issue between the pre-training task and the downstream task.

Transfer Learning Vocal Bursts Valence Prediction

Evaluating the Generalization Ability of Super-Resolution Networks

no code implementations14 May 2022 Yihao Liu, Hengyuan Zhao, Jinjin Gu, Yu Qiao, Chao Dong

However, research on the generalization ability of Super-Resolution (SR) networks is currently absent.


Color2Embed: Fast Exemplar-Based Image Colorization using Color Embeddings

3 code implementations15 Jun 2021 Hengyuan Zhao, Wenhao Wu, Yihao Liu, Dongliang He

In this paper, we present a fast exemplar-based image colorization approach using color embeddings named Color2Embed.

Colorization Image Colorization +1

ClassSR: A General Framework to Accelerate Super-Resolution Networks by Data Characteristic

3 code implementations CVPR 2021 Xiangtao Kong, Hengyuan Zhao, Yu Qiao, Chao Dong

On this basis, we propose a new solution pipeline -- ClassSR that combines classification and SR in a unified framework.

2k 8k +3

Efficient Image Super-Resolution Using Pixel Attention

1 code implementation2 Oct 2020 Hengyuan Zhao, Xiangtao Kong, Jingwen He, Yu Qiao, Chao Dong

Pixel attention (PA) is similar as channel attention and spatial attention in formulation.

Image Super-Resolution

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