Search Results for author: Ziheng Zhou

Found 9 papers, 2 papers with code

Hi-EF: Benchmarking Emotion Forecasting in Human-interaction

1 code implementation23 Jul 2024 Haoran Wang, Xinji Mai, Zeng Tao, Yan Wang, Jiawen Yu, Ziheng Zhou, Xuan Tong, Shaoqi Yan, Qing Zhao, Shuyong Gao, Wenqiang Zhang

We propose a novel Emotion Forecasting (EF) task grounded in the theory that an individuals emotions are easily influenced by the emotions or other information conveyed during interactions with another person.

Benchmarking

All rivers run into the sea: Unified Modality Brain-like Emotional Central Mechanism

no code implementations22 Jul 2024 Xinji Mai, Junxiong Lin, Haoran Wang, Zeng Tao, Yan Wang, Shaoqi Yan, Xuan Tong, Jiawen Yu, Boyang Wang, Ziheng Zhou, Qing Zhao, Shuyong Gao, Wenqiang Zhang

In the field of affective computing, fully leveraging information from a variety of sensory modalities is essential for the comprehensive understanding and processing of human emotions.

Dynamic Facial Expression Recognition Emotion Classification +1

D2SP: Dynamic Dual-Stage Purification Framework for Dual Noise Mitigation in Vision-based Affective Recognition

no code implementations24 Jun 2024 Haoran Wang, Xinji Mai, Zeng Tao, Xuan Tong, Junxiong Lin, Yan Wang, Jiawen Yu, Boyang Wang, Shaoqi Yan, Qing Zhao, Ziheng Zhou, Shuyong Gao, Wenqiang Zhang

The contemporary state-of-the-art of Dynamic Facial Expression Recognition (DFER) technology facilitates remarkable progress by deriving emotional mappings of facial expressions from video content, underpinned by training on voluminous datasets.

Dynamic Facial Expression Recognition Facial Expression Recognition

A$^{3}$lign-DFER: Pioneering Comprehensive Dynamic Affective Alignment for Dynamic Facial Expression Recognition with CLIP

no code implementations7 Mar 2024 Zeng Tao, Yan Wang, Junxiong Lin, Haoran Wang, Xinji Mai, Jiawen Yu, Xuan Tong, Ziheng Zhou, Shaoqi Yan, Qing Zhao, Liyuan Han, Wenqiang Zhang

Specifically, our A$^{3}$lign-DFER method is designed with multiple modules that work together to obtain the most suitable expanded-dimensional embeddings for classification and to achieve alignment in three key aspects: affective, dynamic, and bidirectional.

Dynamic Facial Expression Recognition Facial Expression Recognition

MDT-Net: Multi-domain Transfer by Perceptual Supervision for Unpaired Images in OCT Scan

no code implementations12 Mar 2022 Weinan Song, Gaurav Fotedar, Nima Tajbakhsh, Ziheng Zhou, Lei He, Xiaowei Ding

Furthermore, we take the transfer results as additional training data for fluid segmentation to prove the advantage of our model indirectly, i. e., in the task of data adaptation and augmentation.

Anatomy Data Augmentation +3

C2P2: A Collective Cryptocurrency Up/Down Price Prediction Engine

no code implementations3 Jun 2019 Chongyang Bai, Tommy White, Linda Xiao, V. S. Subrahmanian, Ziheng Zhou

Moreover, we experimentally show that the use of similarity metrics within our C2P2 algorithm leads to a direct improvement for 20 out of 21 cryptocurrencies ranging from 0. 4% to 17. 8%.

Distributed Data Vending on Blockchain

no code implementations15 Mar 2018 Jiayu Zhou, Fengyi Tang, He Zhu, Ning Nan, Ziheng Zhou

However, one key challenge in distributed data vending is the trade-off dilemma between the effectiveness of data retrieval, and the leakage risk from indexing the data.

Retrieval

Image denoising via group sparsity residual constraint

no code implementations12 Sep 2016 Zhiyuan Zha, Xin Liu, Ziheng Zhou, Xiaohua Huang, Jingang Shi, Zhenhong Shang, Lan Tang, Yechao Bai, Qiong Wang, Xinggan Zhang

Group sparsity has shown great potential in various low-level vision tasks (e. g, image denoising, deblurring and inpainting).

Deblurring Image Denoising

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