Search Results for author: Zhikai Hu

Found 4 papers, 3 papers with code

Improve Knowledge Distillation via Label Revision and Data Selection

no code implementations3 Apr 2024 Weichao Lan, Yiu-ming Cheung, Qing Xu, Buhua Liu, Zhikai Hu, Mengke Li, Zhenghua Chen

In addition to the supervision of ground truth, the vanilla KD method regards the predictions of the teacher as soft labels to supervise the training of the student model.

Knowledge Distillation Model Compression

Feature Fusion from Head to Tail for Long-Tailed Visual Recognition

1 code implementation12 Jun 2023 Mengke Li, Zhikai Hu, Yang Lu, Weichao Lan, Yiu-ming Cheung, Hui Huang

To rectify this issue, we propose to augment tail classes by grafting the diverse semantic information from head classes, referred to as head-to-tail fusion (H2T).

Adjusting Logit in Gaussian Form for Long-Tailed Visual Recognition

1 code implementation18 May 2023 Mengke Li, Yiu-ming Cheung, Yang Lu, Zhikai Hu, Weichao Lan, Hui Huang

Based on these perturbed features, two novel logit adjustment methods are proposed to improve model performance at a modest computational overhead.

MTFH: A Matrix Tri-Factorization Hashing Framework for Efficient Cross-Modal Retrieval

1 code implementation4 May 2018 Xin Liu, Zhikai Hu, Haibin Ling, Yiu-ming Cheung

More specifically, MTFH exploits an efficient objective function to flexibly learn the modality-specific hash codes with different length settings, while synchronously learning two semantic correlation matrices to semantically correlate the different hash representations for heterogeneous data comparable.

Cross-Modal Retrieval Retrieval +1

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