LORS: Low-rank Residual Structure for Parameter-Efficient Network Stacking

1 code implementation • 7 Mar 2024 • Jialin Li, Qiang Nie, WeiFu Fu, Yuhuan Lin, Guangpin Tao, Yong liu, Chengjie Wang

Deep learning models, particularly those based on transformers, often employ numerous stacked structures, which possess identical architectures and perform similar functions.

Can the Query-based Object Detector Be Designed with Fewer Stages?

no code implementations • 28 Sep 2023 • Jialin Li, WeiFu Fu, Yuhuan Lin, Qiang Nie, Yong liu

Query-based object detectors have made significant advancements since the publication of DETR.

IIDM: Inter and Intra-domain Mixing for Semi-supervised Domain Adaptation in Semantic Segmentation

no code implementations • 30 Aug 2023 • WeiFu Fu, Qiang Nie, Jialin Li, Yuhuan Lin, Kai Wu, Jian Li, Yabiao Wang, Yong liu, Chengjie Wang

In this paper, we highlight the significance of exploiting the intra-domain information between the labeled target data and unlabeled target data.

Semantic Segmentation Semi-supervised Domain Adaptation +1

LVIS Challenge Track Technical Report 1st Place Solution: Distribution Balanced and Boundary Refinement for Large Vocabulary Instance Segmentation

no code implementations • 4 Nov 2021 • WeiFu Fu, Congchong Nie, Ting Sun, Jun Liu, Tianliang Zhang, Yong liu

Our method focuses on the problem in following two aspects: the long-tail distribution and the segmentation quality of mask and boundary.

Instance Segmentation Segmentation +1