Diff-Palm: Realistic Palmprint Generation with Polynomial Creases and Intra-Class Variation Controllable Diffusion Models
Jianlong Jin, Chenglong Zhao, Ruixin Zhang, Sheng Shang, Jianqing Xu, Jingyun Zhang, Shaoming Wang, Yang Zhao, Shouhong Ding, Wei Jia, Yunsheng Wu
Abstract
Figure 1. Comparison between PCE-Palm [20] and the proposed Diff-Palm. (a) PCE-Palm adopts conditional GAN with Bézier creases [44] as input to generate palmprint datasets. Diff-Palm introduces a polynomial crease and a novel diffusion model for synthesizing datasets with adjustable intra-class variations. (b) The average performance of recognition models, trained on three types of datasets (real data, PCE-Palm generated, and Diff-Palm generated) and evaluated on five public datasets.
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Cited by top-tier papers3
- Unified Adversarial Augmentation for Improving Palmprint RecognitionJianlong Jin, Chenglong Zhao, Ruixin Zhang, Sheng Shang et al.ICCV 2025 · 1 citation
- Beyond Predictive Resampling: Learning Input-Agnostic Downsampling for Efficient Aligned Vision RecognitionKai Zhao, Liting Ruan, Haoran Jiang, Xiaoqiang Zhu et al.AAAI 2026
- FlowPalm: Optical Flow Driven Non-Rigid Deformation for Geometrically Diverse Palmprint GenerationYuchen Zou, Huikai Shao, Lihuang Fang, Zhipeng Xiong et al.CVPR 2026
Builds on13
- Denoising Diffusion Probabilistic ModelsJonathan Ho, Ajay Jain, Pieter AbbeelNeurIPS 2020 · 35,902 citations
- High-Resolution Image Synthesis with Latent Diffusion ModelsRobin Rombach, Andreas Blattmann, Dominik Lorenz, Patrick Esser et al.CVPR 2022 · 13,123 citations
- RandAugment: Practical Automated Data Augmentation with a Reduced Search SpaceEkin Dogus Cubuk, Barret Zoph, Jonathon Shlens, Quoc LeNeurIPS 2020 · 4,453 citations
- T2I-Adapter: Learning Adapters to Dig Out More Controllable Ability for Text-to-Image Diffusion ModelsChong Mou, Xintao Wang, Liangbin Xie, Yanze Wu et al.AAAI 2024 · 1,641 citations
- Palette: Image-to-Image Diffusion ModelsChitwan Saharia, William Chan, Huiwen Chang, Chris A. Lee et al.SIGGRAPH 2022 · 1,638 citations
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