activity
20222025
most citedDynamic Data-Free Knowledge Distillation by Easy-to-Hard Learning Strategy

18 citations · 21 across the 6 of their papers we have counts for

collaborators

6 papers

cs.CV2025

FocusedAD: Character-centric Movie Audio Description

Xiaojun Ye, Chun Wang, Yiren Song +3

Movie Audio Description (AD) aims to narrate visual content during dialogue-free segments, particularly benefiting blind and visually impaired (BVI) audiences. Compared with genera…

cs.CV2025

MP-GUI: Modality Perception with MLLMs for GUI Understanding

Ziwei Wang, Weizhi Chen, Leyang Yang +7

Graphical user interface (GUI) has become integral to modern society, making it crucial to be understood for human-centric systems. However, unlike natural images or documents, GUI…

cs.LG2024★ 1 cited

Making Classic GNNs Strong Baselines Across Varying Homophily: A Smoothness-Generalization Perspective

Ming Gu, Zhuonan Zheng, Sheng Zhou +5

Graph Neural Networks (GNNs) have achieved great success but are often considered to be challenged by varying levels of homophily in graphs. Recent \textit{empirical} studies have…

cs.CV2024

FGP: Feature-Gradient-Prune for Efficient Convolutional Layer Pruning

Qingsong Lv, Jiasheng Sun, Sheng Zhou +6

To reduce computational overhead while maintaining model performance, model pruning techniques have been proposed. Among these, structured pruning, which removes entire convolution…

cs.CV2023★ 2 cited

LORE: Logical Location Regression Network for Table Structure Recognition

Hangdi Xing, Feiyu Gao, Rujiao Long +5

Table structure recognition (TSR) aims at extracting tables in images into machine-understandable formats. Recent methods solve this problem by predicting the adjacency relations o…

cs.CV2022★ 18 cited

Dynamic Data-Free Knowledge Distillation by Easy-to-Hard Learning Strategy

Jingru Li, Sheng Zhou, Liangcheng Li +3

Data-free knowledge distillation (DFKD) is a widely-used strategy for Knowledge Distillation (KD) whose training data is not available. It trains a lightweight student model with t…