Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T19:08:00.854694Z
Paper Citation Record · LEDGER
As of 21 August 2026, this Paper Citation Record lists 69 of 69 outbound references and 1 inbound Pith citation observation for arXiv:2412.07199.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T19:08:00.854694Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T11:23:15.607089Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-07T11:23:16.375823Z
69 of 69 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 64bb9bdd-e4f4-4c03-9f03-d81bd9adb6dc · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Enhanced iris presentation attack detection via contraction-expansion CNN
Reference 1
Source-reported events for the cited work
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Observation 9f8ebb15-0cd5-47bd-b2b9-dbd715ab8142 · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Generalized contact lens iris presentation attack de- tection
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation fc8b05fb-2b46-44ba-af0e-04a612bf3d49 · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Learning to attack: Ad- versarial transformation networks
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 110cd771-33e7-4ffc-81ed-5d448c40b893 · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Bowyer, and Adam Czajka
Reference 4
Source-reported events for the cited work
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Observation f5a7bef4-8df9-4571-ab9e-57fe97a4045f · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Unresolved cited work
Reference 5
Source-reported events for the cited work
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Observation 4c819e1f-ae4b-4762-b871-c801dc0a6224 · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Grad-cam++: General- ized gradient-based visual explanations for deep convolu- tional networks
Reference 6
Source-reported events for the cited work
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Observation 15efabe6-0413-44a5-84f3-fca47a38060e · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection A multi-task convolutional neural network for joint iris detection and presentation attack detection
Reference 7
Source-reported events for the cited work
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Observation ad566257-fd84-4b80-a73b-bd7e2fe21e70 · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection An explainable attention- guided iris presentation attack detector
Reference 8
Source-reported events for the cited work
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Observation 43f586f9-eed7-4bea-86c1-1c81eaadbf93 · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection CAT: Customized adversarial training for improved robustness
Reference 9
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Observation e00af724-ddb2-4202-9ec8-d647dae95ada · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Fake iris detection using structured light
Reference 10
Source-reported events for the cited work
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Observation c35d0cac-f732-442d-8f6f-70a2a98292b2 · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Cubuk, Barret Zoph, Dandelion Man ´e, Vijay Va- sudevan, and Quoc V
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 52a2927c-d72e-4ebc-91c9-a33256130cdb · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Iris liveness detection by modeling dynamic pupil features
Reference 12
Source-reported events for the cited work
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Observation 166d8beb-eecf-49e3-ad47-6d96dc2a5f3f · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Pupil size measurement and application to iris presentation attack detection
Reference 13
Source-reported events for the cited work
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Observation 4ea3324b-eaba-430b-9683-eebdec7324a5 · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Iris pre- sentation attack detection based on photometric stereo fea- tures
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 1404a4a6-47ef-4b92-a094-501f12104b29 · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Iris Liveness Detection Com- petition (LivDet-Iris) - The 2020 Edition
Reference 15
Source-reported events for the cited work
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Observation 833f923a-20e7-4a9a-a995-aea9d70a7bfe · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Unresolved cited work
Reference 16
Source-reported events for the cited work
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Observation 6b8d3b1b-77ab-49c5-81f4-fbff42c5b25b · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Doyle and Kevin W
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 44d7f90f-40d0-4d98-8c7a-993cca49ce86 · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Intra and cross-spectrum iris presentation attack detection in the NIR and visible domains
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation db295314-2c32-4039-8673-7237a72973e8 · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Cross-database and cross-attack iris presentation attack detection using micro stripes analy- ses
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 2779cf88-0960-4a47-bdd1-67401abbd2bb · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection The overlapping effect and fu- sion protocols of data augmentation techniques in iris PAD
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 92e28154-2ad0-44e2-bf64-ee703582ef77 · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Unresolved cited work
Reference 21
Source-reported events for the cited work
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Observation 9b592302-f14a-4fad-8e78-73787da3720e · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Generative adversarial networks
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 9ec95538-efb3-40d0-b8ad-f21c131cce8d · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Explaining and harnessing adversarial examples
Reference 23
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Observation 4a0d433b-b2f0-44ec-b261-6328e81f3a7b · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection An investigation of local descriptors for biometric spoofing detection
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation e15fd561-84e0-464b-ac02-58f3414fbc82 · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Generalized iris presentation attack detection algorithm under cross-database settings
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 5488bc17-a0c0-41f9-91ab-4f2250224a82 · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Zhang, Shaoqing Ren, and Jian Sun
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 1064a7fb-a61f-4f01-8adc-21a3d6ab5160 · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Multi-patch convolution neural net- work for iris liveness detection
Reference 27
Source-reported events for the cited work
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Observation 7105ca36-9eae-4d30-a443-76cc75ccf903 · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Con- volutional neural networks for iris presentation attack de- tection: Toward cross-dataset and cross-sensor generaliza- tion
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation f9c44fc8-786d-489e-a720-aebc76b47c27 · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Iris + Ocu- lar: Generalized iris presentation attack detection using mul- tiple convolutional neural networks
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 25ec6e87-6ab2-4baf-b5c2-f05b8e51743c · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Iris liveness detection using regional features
Reference 30
Source-reported events for the cited work
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Observation 4fb3974d-2768-440a-8d02-cbea5c671b09 · outbound
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 418ba833-e152-4913-952b-ad75e76045ff · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection From the perspective of CNN to adversarial iris images
Reference 32
Source-reported events for the cited work
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Observation 16b663ef-aac2-4c59-8b19-4772d5c0b671 · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Unresolved cited work
Reference 33
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Observation 023685ac-35e0-4880-bcfe-d926593d05d4 · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Adversar- ial examples are not bugs, they are features
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation d25c9995-c7b6-44f4-97cf-dafe83c7af73 · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Robust iris presentation attack detection through stochastic filter noise
Reference 35
Source-reported events for the cited work
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Observation e75c1263-835b-4fce-89cb-ab88a145dd76 · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Komogortsev and Alex Karpov
Reference 36
Source-reported events for the cited work
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Observation 3c04ca68-a7be-4fb6-adcc-c97115839a93 · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Imagenet classification with deep convolutional neural net- works
Reference 37
Source-reported events for the cited work
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Observation bc3f25bb-0622-42eb-ac2a-22b689588ea6 · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Bowyer, and Adam Czajka
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 067391fc-6169-4d95-9866-ab010c82814b · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Adver- sarial machine learning at scale
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation a9b223b3-bd68-402f-8a3c-ec63bfb632a2 · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Single domain dynamic generalization for iris presenta- tion attack detection
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 6e9bab0d-640e-4ca1-8174-93eb8dcb6bc2 · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Deep representations for iris, face, and fingerprint spoofing detection
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation a454e722-6327-4c7f-8c4d-c916a7d56ee6 · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection DeepFool: A simple and accurate method to fool deep neural networks
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 06fd0d8e-25c8-4ea5-b152-cf75f16a71cd · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Unresolved cited work
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation b0b9c26b-cfd0-4789-8403-682ff69110a8 · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Outsmarting biometric imposters: Enhancing iris- recognition system security through physical adversarial ex- ample generation and PAD fine-tuning
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation f286eeff-d565-4b3e-b858-a7ac72d8788d · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Iris liveness detection by rela- tive distance comparisons
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation d2348862-97c4-4c1f-a188-1deaaded0516 · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Robust scheme for iris presentation attack detection using multiscale binarized statistical image features
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation e7debc25-926b-4a25-88fd-913b50b66996 · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection D-NetPAD: An explainable and interpretable iris presentation attack detector
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation b83b29a4-695f-4ac0-bc44-b9d84c37032f · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Investigat- ing weight-perturbed deep neural networks with application in iris presentation attack detection
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 0b616792-80c2-447a-80ac-816a03e80421 · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Khoshgoftaar
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 53f6a925-c1ae-4e92-a63d-dadabbeee152 · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Simonyan and A
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation aa099a9c-3e65-4ca7-82e8-25f0d12dcd5b · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Presentation attack detection in iris recognition through convolution block attention module
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 3e6d678a-4368-49c8-8baa-6ac05339de73 · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Goodfellow, and Rob Fergus
Reference 52
Source-reported events for the cited work
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Observation 177886a8-87e5-41de-8ae5-98474fc08529 · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Tapia, Sebastian Gonzalez, and Christoph Busch
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 0742bccb-39c0-4d21-8b92-beba52118b4a · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Iris Liveness Detection Competition (LivDet-Iris) – The 2023 Edition
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 8bf22d19-85f4-46f6-9023-72ac51a01413 · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Effective data augmentation with diffu- sion models
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation f5848175-579b-491c-b0e0-a03f714b374b · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Robustness may be at odds with accuracy
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 9326b04e-8c08-45e4-aa98-fb91cb7c194d · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Visualizing data using t-SNE
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 26d56f63-6588-423c-bd25-d4a60131b1a1 · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Generating adversarial examples with adversarial networks
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 99dd96dd-d7b1-4442-ac95-6872a42d32fd · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Yuille, and Quoc V
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 7a882a72-99c5-4623-85ae-e614805ca5c7 · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Fusion of hand- crafted and deep learning features for large-scale multiple iris presentation attack detection
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation ad11ce69-2b25-4965-9c01-6d611c1e59c5 · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Detecting textured contact lens in uncon- trolled environment using DensePAD
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 44482eb9-889e-46c8-8d45-2f8a5202c3b5 · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Synthesizing iris images using RaSGAN with application in presentation attack detection
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 9bc09cd6-0810-4910-be59-8068a67795ec · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Unresolved cited work
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation f56c43fb-fe20-4135-8e35-2c82493e110f · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Review of iris presentation attack detection competi- tions
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation c0235483-2c96-41e9-86b3-e7ba106c7b09 · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Sinnott, James Bailey, and Qiuhong Ke
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 1865457b-5ca2-41d6-9bfd-c5407aff59cf · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection A fourier perspective on model robustness in computer vision
Reference 66
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 74ba685a-d935-4780-afb5-e5384f38951b · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Au- toencoder and its various variants
Reference 67
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 55ac6268-e83c-4a3d-842b-a1af631bdf75 · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection Adversarial AutoAugment
Reference 68
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 9e8edc17-7175-40fc-9d15-79056dc878db · outbound
A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection 1, 2, 5, 6, 8
Reference 2017
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 2b34b634-69f0-4a45-92a2-4a216b892cac · inbound
Synthetic Iris Image Databases and Identity Leakage: Risks and Mitigation Strategies A Parametric Approach to Adversarial Augmentation for Cross-Domain Iris Presentation Attack Detection
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.