Iris Recognition

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

4 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

1 subtask in the archive's task tree.

Most implemented papers archive 2025-07-28

26 shown of 26 papers with code (139 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Open Source Iris Recognition Hardware and Software with Presentation Attack Detection
  19 Aug 2020 2 repositories listed
  This paper proposes the first known to us open source hardware and software iris recognition system with presentation attack detection (PAD), which can be easily assembled for about 75 USD using Raspberry Pi board and a…
• D-NetPAD: An Explainable and Interpretable Iris Presentation Attack Detector
  2 Jul 2020 2 repositories listed
  An iris recognition system is vulnerable to presentation attacks, or PAs, where an adversary presents artifacts such as printed eyes, plastic eyes, or cosmetic contact lenses to circumvent the system.
• ThirdEye: Triplet Based Iris Recognition without Normalization
  13 Jul 2019 2 repositories listed Syntology ran 1 of 2 samples · 1 unverified · 2 pointer-only (licence)
  We observe equal error rates of 1.
• Post-mortem Iris Recognition with Deep-Learning-based Image Segmentation
  7 Jan 2019 2 repositories listed
  We propose to use deep learning-based iris segmentation models to extract highly irregular iris texture areas in post-mortem iris images.
• Open Source Presentation Attack Detection Baseline for Iris Recognition
  26 Sep 2018 2 repositories listed
  This paper proposes the first, known to us, open source presentation attack detection (PAD) solution to distinguish between authentic iris images (possibly wearing clear contact lenses) and irises with textured contact…
• Domain-Specific Human-Inspired Binarized Statistical Image Features for Iris Recognition
  13 Jul 2018 2 repositories listed
  One important point is that all applications of BSIF in iris recognition have used the original BSIF filters, which were trained on image patches extracted from natural images.
• Trade-offs in Privacy-Preserving Eye Tracking through Iris Obfuscation: A Benchmarking Study
  14 Apr 2025 1 repository listed
  Considering all, in this paper, we benchmark blurring, noising, downsampling, rubber sheet model, and iris style transfer to obfuscate user identity, and compare their impact on image quality, privacy, utility, and risk…
• Iris Style Transfer: Enhancing Iris Recognition with Style Features and Privacy Preservation through Neural Style Transfer
  6 Mar 2025 1 repository listed
  Iris texture is widely regarded as a gold standard biometric modality for authentication and identification.
• On the Feasibility of Creating Iris Periocular Morphed Images
  24 Aug 2024 1 repository listed
  In the last few years, face morphing has been shown to be a complex challenge for Face Recognition Systems (FRS).
• Generative Iris Prior Embedded Transformer for Iris Restoration
  28 Jun 2024 1 repository listed
  In this work, we propose a generative iris prior embedded Transformer model (Gformer), in which we build a hierarchical encoder-decoder network employing Transformer block and generative iris prior.
• EyePreserve: Identity-Preserving Iris Synthesis
  19 Dec 2023 1 repository listed
  Synthesis of same-identity biometric iris images, both for existing and non-existing identities while preserving the identity across a wide range of pupil sizes, is complex due to intricate iris muscle constriction…
• Forensic Iris Image Synthesis
  7 Dec 2023 1 repository listed
  This paper makes a novel contribution to facilitate progress in post-mortem iris recognition by offering a conditional StyleGAN-based iris synthesis model, trained on the largest-available dataset of post-mortem iris…
• Artificial Pupil Dilation for Data Augmentation in Iris Semantic Segmentation
  24 Dec 2022 1 repository listed
  The results indicate that our data augmentation method can improve segmentation accuracy up to 15% for images with high pupil dilation, which creates a more reliable iris recognition pipeline, even under extreme…
• DeformIrisNet: An Identity-Preserving Model of Iris Texture Deformation
  18 Jul 2022 1 repository listed
  Nonlinear iris texture deformations due to pupil size variations are one of the main factors responsible for within-class variance of genuine comparison scores in iris recognition.
• Saliency-Guided Textured Contact Lens-Aware Iris Recognition
  3 Jan 2022 1 repository listed
  Iris recognition requires an adequate level of the iris texture being visible to perform a reliable matching.
• KartalOl: Transfer learning using deep neural network for iris segmentation and localization: New dataset for iris segmentation
  9 Dec 2021 1 repository listed
  Further, we have introduced a new dataset, called KartalOl, to better evaluate detectors in iris recognition scenarios.
• Interpretable Deep Learning-Based Forensic Iris Segmentation and Recognition
  1 Dec 2021 1 repository listed
  In this paper, we present an end-to-end deep learning-based method for postmortem iris segmentation and recognition with a special visualization technique intended to support forensic human examiners in their efforts.
• An End-to-End Autofocus Camera for Iris on the Move
  29 Jun 2021 1 repository listed
  To accommodate users at different distances, it is necessary to control focus quickly and accurately.
• Resist : Reconstruction of irises from templates
  31 Jul 2020 1 repository listed
  That is, we show how to transform templates into realistic looking iris images that are also deemed as the same iris by the corresponding recognition system.
• Deep Learning-Based Feature Extraction in Iris Recognition: Use Existing Models, Fine-tune or Train From Scratch?
  20 Feb 2020 1 repository listed
  Features are extracted from each convolutional layer and the classification accuracy achieved by a Support Vector Machine is measured on a dataset that is disjoint from the samples used in training of the ResNet-50…
• A Resource-Efficient Embedded Iris Recognition System Using Fully Convolutional Networks
  8 Sep 2019 1 repository listed
  To attain accurate and efficient FCN models, we propose a three-step SW/HW co-design methodology consisting of FCN architectural exploration, precision quantization, and hardware acceleration.
• DeepIris: Iris Recognition Using A Deep Learning Approach
  22 Jul 2019 1 repository listed
  Iris recognition has been an active research area during last few decades, because of its wide applications in security, from airports to homeland security border control.
• Gender Classification from Iris Texture Images Using a New Set of Binary Statistical Image Features
  1 May 2019 1 repository listed
  This paper explores the use of a Binary Statistical Features (BSIF) algorithm for classifying gender from iris texture images captured with NIR sensors.
• Iris Recognition with Image Segmentation Employing Retrained Off-the-Shelf Deep Neural Networks
  4 Jan 2019 1 repository listed
  This paper offers three new, open-source, deep learning-based iris segmentation methods, and the methodology how to use irregular segmentation masks in a conventional Gabor-wavelet-based iris recognition.
• Ensemble of Multi-View Learning Classifiers for Cross-Domain Iris Presentation Attack Detection
  25 Nov 2018 1 repository listed
  The adoption of large-scale iris recognition systems around the world has brought to light the importance of detecting presentation attack images (textured contact lenses and printouts).
• Analyzing Covariate Influence on Gender and Race Prediction from Near-Infrared Ocular Images
  4 May 2018 1 repository listed
  Recent research has explored the possibility of automatically deducing information such as gender, age and race of an individual from their biometric data.

Syntology lines on 1 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.