Ear Recognition: More Than a Survey
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Abstract (arXiv)
Automatic identity recognition from ear images represents an active field of research within the biometric community. The ability to capture ear images from a distance and in a covert manner makes the technology an appealing choice for surveillance and security applications as well as other application domains. Significant contributions have been made in the field over recent years, but open research problems still remain and hinder a wider (commercial) deployment of the technology. This paper presents an overview of the field of automatic ear recognition (from 2D images) and focuses specifically on the most recent, descriptor-based methods proposed in this area. Open challenges are discussed and potential research directions are outlined with the goal of providing the reader with a point of reference for issues worth examining in the future. In addition to a comprehensive review on ear recognition technology, the paper also introduces a new, fully unconstrained dataset of ear images gathered from the web and a toolbox implementing several state-of-the-art techniques for ear recognition. The dataset and toolbox are meant to address some of the open issues in the field and are made publicly available to the research community.
Key facts. Cited by 15 papers in the map (data through 7 Oct 2026). First posted on arXiv 18 Nov 2016.
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Citing papers per year: 2021: 5; 2022: 2; 2023: 1; 2024: 2; 2025: 3; 2026: 2.
15 papers.
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- 2021Deep Gait Recognition: A Surveycited by 54
- 2021Depth as Attention for Face Representation Learningcited by 5
- 2024Deep Learning Approach for Ear Recognition and Longitudinal Evaluation in Childrencited by 2
- 2025Improved Ear Verification with Vision Transformers and Overlapping Patchescited by 2
- 2024CBRW: A Novel Approach for Cancelable Biometric Template Generation based oncited by 1
- 2021Multimodal Personal Ear Authentication Using Smartphonescited by 0
- 2021FaceAtlasAR: Atlas of Facial Acupuncture Points in Augmented Realitycited by 0
- 2021Transfer learning using deep neural networks for Ear Presentation Attack Detection: New Database for PADcited by 0
- 2022Deep Learning for Diagonal Earlobe Crease Detectioncited by 0
- 2022Evaluating Novel Mask-RCNN Architectures for Ear Mask Segmentationcited by 0
- 2023Deep Ear Biometrics for Gender Classificationcited by 0
- 2025ProtoN: Prototype Node Graph Neural Network for Unconstrained Multi-Impression Ear Recognitioncited by 0
- 2026Diffusion for De-Occlusion: Accessory-Aware Diffusion Inpainting for Robust Ear Biometric Recognition27 Jan 2026
- 2026PaW-ViT: A Patch-based Warping Vision Transformer for Robust Ear Verification27 Jan 2026
- 2025How Does Bilateral Ear Symmetry Affect Deep Ear Features?6 Aug 2025
- 2025ProtoN: Prototype Node Graph Neural Network for Unconstrained Multi-Impression Ear Recognition6 Aug 2025
- 2025Improved Ear Verification with Vision Transformers and Overlapping Patches30 Mar 2025
- 2024Deep Learning Approach for Ear Recognition and Longitudinal Evaluation in Children2 Aug 2024
- 2024CBRW: A Novel Approach for Cancelable Biometric Template Generation based on25 Apr 2024
- 2023Deep Ear Biometrics for Gender Classification17 Aug 2023
- 2022Evaluating Novel Mask-RCNN Architectures for Ear Mask Segmentation5 Nov 2022
- 2022Deep Learning for Diagonal Earlobe Crease Detection20 Oct 2022
- 2021Transfer learning using deep neural networks for Ear Presentation Attack Detection: New Database for PAD9 Dec 2021
- 2021FaceAtlasAR: Atlas of Facial Acupuncture Points in Augmented Reality29 Nov 2021
3 more
- 2021Multimodal Personal Ear Authentication Using Smartphones23 Mar 2021
- 2021Deep Gait Recognition: A Survey18 Feb 2021
- 2021Depth as Attention for Face Representation Learning3 Jan 2021
- 2021Deep Gait Recognition: A Surveycited by 54
- 2021Depth as Attention for Face Representation Learningcited by 5
- 2024Deep Learning Approach for Ear Recognition and Longitudinal Evaluation in Childrencited by 2
- 2025Improved Ear Verification with Vision Transformers and Overlapping Patchescited by 2
- 2024CBRW: A Novel Approach for Cancelable Biometric Template Generation based oncited by 1
- 2021Multimodal Personal Ear Authentication Using Smartphonescited by 0
- 2021FaceAtlasAR: Atlas of Facial Acupuncture Points in Augmented Realitycited by 0
- 2021Transfer learning using deep neural networks for Ear Presentation Attack Detection: New Database for PADcited by 0
- 2022Deep Learning for Diagonal Earlobe Crease Detectioncited by 0
- 2022Evaluating Novel Mask-RCNN Architectures for Ear Mask Segmentationcited by 0
- 2023Deep Ear Biometrics for Gender Classificationcited by 0
- 2025ProtoN: Prototype Node Graph Neural Network for Unconstrained Multi-Impression Ear Recognitioncited by 0
12 most cited of 15 All 15 (JSON)
- 2026Diffusion for De-Occlusion: Accessory-Aware Diffusion Inpainting for Robust Ear Biometric Recognition27 Jan 2026
- 2026PaW-ViT: A Patch-based Warping Vision Transformer for Robust Ear Verification27 Jan 2026
- 2025How Does Bilateral Ear Symmetry Affect Deep Ear Features?6 Aug 2025
- 2025ProtoN: Prototype Node Graph Neural Network for Unconstrained Multi-Impression Ear Recognition6 Aug 2025
- 2025Improved Ear Verification with Vision Transformers and Overlapping Patches30 Mar 2025
- 2024Deep Learning Approach for Ear Recognition and Longitudinal Evaluation in Children2 Aug 2024
- 2024CBRW: A Novel Approach for Cancelable Biometric Template Generation based on25 Apr 2024
- 2023Deep Ear Biometrics for Gender Classification17 Aug 2023
- 2022Evaluating Novel Mask-RCNN Architectures for Ear Mask Segmentation5 Nov 2022
- 2022Deep Learning for Diagonal Earlobe Crease Detection20 Oct 2022
- 2021Transfer learning using deep neural networks for Ear Presentation Attack Detection: New Database for PAD9 Dec 2021
- 2021FaceAtlasAR: Atlas of Facial Acupuncture Points in Augmented Reality29 Nov 2021
12 newest of 15 All 15 (JSON)