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New IMPOSE framework generates multi-pose contactless fingerprints for better recognition

By PulseAugur Editorial · [2 sources] ·

Researchers have developed a new framework called IMPOSE to generate realistic, multi-pose contactless fingerprint samples that maintain identity consistency. This method addresses the significant geometric distortions that occur with free finger poses in 3D space, which challenge existing recognition models. The framework synthesizes data through latent diffusion, cross-modal translation, and physics-based simulation, aiming to improve the accuracy of contactless fingerprint recognition systems. AI

IMPACT This synthetic data generation technique could improve the robustness and accuracy of biometric identification systems.

RANK_REASON This is a research paper detailing a new framework for generating synthetic data for a specific AI application.

Read on arXiv cs.CV →

AI-generated summary · Google Gemini · from 2 sources. How we write summaries →

New IMPOSE framework generates multi-pose contactless fingerprints for better recognition

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This is a research paper detailing a new framework for generating synthetic data for a specific AI application.
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COVERAGE [2]

  1. arXiv cs.CV TIER_1 English(EN) · Zhiyu Pan, Xiongjun Guan, Jianjiang Feng, Jie Zhou ·

    Identity-Consistent Multi-Pose Generation of Contactless Fingerprints

    arXiv:2605.03830v1 Announce Type: new Abstract: Contactless fingerprint recognition has gained increasing attention due to its advantages in hygiene and acquisition flexibility. However, the absence of physical contact constraints introduces severe nonlinear geometric distortions…

  2. arXiv cs.CV TIER_1 English(EN) · Jie Zhou ·

    Identity-Consistent Multi-Pose Generation of Contactless Fingerprints

    Contactless fingerprint recognition has gained increasing attention due to its advantages in hygiene and acquisition flexibility. However, the absence of physical contact constraints introduces severe nonlinear geometric distortions caused by free finger poses in 3D space, result…

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