mlsanityData to 7 Oct 2026

Unconstrained Face Verification using Deep CNN Features

arXiv 1508.01722 ↗First posted 7 Aug 2015cs.CVcited by 13

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Abstract (arXiv)

In this paper, we present an algorithm for unconstrained face verification based on deep convolutional features and evaluate it on the newly released IARPA Janus Benchmark A (IJB-A) dataset. The IJB-A dataset includes real-world unconstrained faces from 500 subjects with full pose and illumination variations which are much harder than the traditional Labeled Face in the Wild (LFW) and Youtube Face (YTF) datasets. The deep convolutional neural network (DCNN) is trained using the CASIA-WebFace dataset. Extensive experiments on the IJB-A dataset are provided.

Key facts. Cited by 13 papers in the map (data through 7 Oct 2026). First posted on arXiv 7 Aug 2015.

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Citing papers per year: 2021: 3; 2022: 3; 2023: 5; 2024: 1; 2025: 0; 2026: 1.

13 papers.

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  1. 2023GeneCIS: A Benchmark for General Conditional Image Similaritycited by 46
  2. 2021LARNet: Lie Algebra Residual Network for Face Recognitioncited by 14
  3. 2023Open-Set Face Recognition with Maximal Entropy and Objectosphere Losscited by 5
  4. 2022Deep face recognition with clustering based domain adaptationcited by 3
  5. 2022Information Maximization for Extreme Pose Face Recognitioncited by 3
  6. 2022Pose Attention-Guided Profile-to-Frontal Face Recognitioncited by 3
  7. 2021Imponderous Net for Facial Expression Recognition in the Wildcited by 1
  8. 2023Adaptive Face Recognition Using Adversarial Information Networkcited by 1
  9. 2023Inclusive normalization of face images to passport formatcited by 1
  10. 2021Profile to Frontal Face Recognition in the Wild Using Coupled Conditional GANcited by 0
  11. 2023Human-Machine Comparison for Cross-Race Face Verification: Race Bias at the Upper Limits of Performance?cited by 0
  12. 2024Unmasking the Uniqueness: A Glimpse into Age-Invariant Face Recognition of Indigenous African Facescited by 0
1 more
  1. 2026Multi-Level Evidence Aggregation for Robust Facial Phenotype Retrieval in Rare Genetic Disorder Prioritizationcited by 0