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Rui Deng

3 accepted papers

2025

GeoAggregator: An Efficient Transformer Model for Geo-Spatial Tabular Data

AAAI 2025technical

Modeling geospatial tabular data with deep learning has become a promising alternative to traditional statistical and machine learning approaches. However, existing deep learning models often face challenges related to scalability and flexibility as datasets grow. To this end, this paper introduces…

2024

Differentiable Resolution Compression and Alignment for Efficient Video Classification and Retrieval

ICASSP 2024accepted

Optimizing video inference efficiency has become increasingly important with the growing demand for video analysis in various fields. Some existing methods achieve high efficiency by explicit discard of spatial or temporal information, which poses challenges in fast-changing and fine-grained scenari…

Cited by 0SourceScholar
2021

MST: Masked Self-Supervised Transformer for Visual Representation

NeurIPS 2021poster

Transformer has been widely used for self-supervised pre-training in Natural Language Processing (NLP) and achieved great success. However, it has not been fully explored in visual self-supervised learning. Meanwhile, previous methods only consider the high-level feature and learning representation…

Cited by 180SourcePDFScholar