activity
20202025
most citedHybrid ISTA: Unfolding ISTA With Convergence Guarantees Using Free-Form Deep Neural Networks

27 citations · 57 across the 8 of their papers we have counts for

collaborators

8 papers

cs.CV2022

Hierarchical Spherical CNNs with Lifting-based Adaptive Wavelets for Pooling and Unpooling

Mingxing Xu, Chenglin Li, Wenrui Dai +4

Pooling and unpooling are two essential operations in constructing hierarchical spherical convolutional neural networks (HS-CNNs) for comprehensive feature learning in the spherica…

cs.CV202227 cited

Hybrid ISTA: Unfolding ISTA With Convergence Guarantees Using Free-Form Deep Neural Networks

Ziyang Zheng, Wenrui Dai, Duoduo Xue +3

It is promising to solve linear inverse problems by unfolding iterative algorithms (e.g., iterative shrinkage thresholding algorithm (ISTA)) as deep neural networks (DNNs) with lea…

cs.LG20221 cited

LiftPool: Lifting-based Graph Pooling for Hierarchical Graph Representation Learning

Mingxing Xu, Wenrui Dai, Chenglin Li +2

Graph pooling has been increasingly considered for graph neural networks (GNNs) to facilitate hierarchical graph representation learning. Existing graph pooling methods commonly co…

cs.LG20212 cited

Message Passing in Graph Convolution Networks via Adaptive Filter Banks

Xing Gao, Wenrui Dai, Chenglin Li +3

Graph convolution networks, like message passing graph convolution networks (MPGCNs), have been a powerful tool in representation learning of networked data. However, when data is…

cs.CV20211 cited

Multi-dataset Pretraining: A Unified Model for Semantic Segmentation

Bowen Shi, Xiaopeng Zhang, Haohang Xu +4

Collecting annotated data for semantic segmentation is time-consuming and hard to scale up. In this paper, we for the first time propose a unified framework, termed as Multi-Datase…

cs.MM202026 cited

Key-Point Sequence Lossless Compression for Intelligent Video Analysis

Weiyao Lin, Xiaoyi He, Wenrui Dai +4

Feature coding has been recently considered to facilitate intelligent video analysis for urban computing. Instead of raw videos, extracted features in the front-end are encoded and…