no code implementations • 7 Mar 2024 • Chenlu Zhan, Yu Lin, Gaoang Wang, Hongwei Wang, Jian Wu
Medical generative models, acknowledged for their high-quality sample generation ability, have accelerated the fast growth of medical applications.
no code implementations • 18 Dec 2023 • Chenlu Zhan, Yufei Zhang, Yu Lin, Gaoang Wang, Hongwei Wang
Medical vision-language pre-training (Med-VLP) models have recently accelerated the fast-growing medical diagnostics application.
no code implementations • 26 Jun 2023 • Zixuan Wang, Bo Qin, Mengxuan Li, Chenlu Zhan, Mark D. Butala, Peng Peng, Hongwei Wang
The proposed method employs cosine similarity to identify hard samples and subsequently, leverages supervised contrastive learning to learn more discriminative representations by constructing hard sample pairs.
no code implementations • 21 Dec 2022 • Chenlu Zhan, Peng Peng, Hongsen Wang, Tao Chen, Hongwei Wang
Moreover, for grasping the unified semantic representation, we extend the adversarial masking data augmentation to the contrastive representation learning of vision and text in a unified manner.