Search Results for author: Dawei Yan

Found 5 papers, 3 papers with code

Low-Rank Rescaled Vision Transformer Fine-Tuning: A Residual Design Approach

1 code implementation28 Mar 2024 Wei Dong, Xing Zhang, Bihui Chen, Dawei Yan, Zhijun Lin, Qingsen Yan, Peng Wang, Yang Yang

Parameter-efficient fine-tuning for pre-trained Vision Transformers aims to adeptly tailor a model to downstream tasks by learning a minimal set of new adaptation parameters while preserving the frozen majority of pre-trained parameters.

Image Classification

Efficient Adaptation of Large Vision Transformer via Adapter Re-Composing

1 code implementation NeurIPS 2023 Wei Dong, Dawei Yan, Zhijun Lin, Peng Wang

Consequently, effectively adapting large pre-trained models to downstream tasks in an efficient manner has become a prominent research area.

Image Classification Transfer Learning

Self-Supervised Node Representation Learning via Node-to-Neighbourhood Alignment

1 code implementation9 Feb 2023 Wei Dong, Dawei Yan, Peng Wang

Considering the excessive memory overheads of contrastive learning, we further propose a negative-free solution, where the main contribution is a Graph Signal Decorrelation (GSD) constraint to avoid representation collapse and over-smoothing.

Contrastive Learning Node Classification +1

Learning Pixel-Adaptive Weights for Portrait Photo Retouching

no code implementations7 Dec 2021 Binglu Wang, Chengzhe Lu, Dawei Yan, Yongqiang Zhao

Secondly, as neighboring pixels exhibit different affinities to the center pixel, we estimate a local attention mask to modulate the influence of neighboring pixels.

Photo Retouching

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