A Brief Survey on Person Recognition at a Distance
Not on the map. Why?
Abstract (arXiv)
Person recognition at a distance entails recognizing the identity of an individual appearing in images or videos collected by long-range imaging systems such as drones or surveillance cameras. Despite recent advances in deep convolutional neural networks (DCNNs), this remains challenging. Images or videos collected by long-range cameras often suffer from atmospheric turbulence, blur, low-resolution, unconstrained poses, and poor illumination. In this paper, we provide a brief survey of recent advances in person recognition at a distance. In particular, we review recent work in multi-spectral face verification, person re-identification, and gait-based analysis techniques. Furthermore, we discuss the merits and drawbacks of existing approaches and identify important, yet under explored challenges for deploying remote person recognition systems in-the-wild.
Key facts. Cited by 4 papers in the map (data through 14 Oct 2026). Builds on 54 of its 104 references that are in the map. First posted on arXiv 17 Dec 2022.
Builds on
54 of 104 references.
References · 54
- 2014Deep Learning Face Attributes in the Wildcited by 3,693
- 2015Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networkscited by 2,054
- 2018OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity Fieldscited by 1,162
- 2018CosFace: Large Margin Cosine Loss for Deep Face Recognitioncited by 971
- 2017Simple Online and Realtime Tracking with a Deep Association Metriccited by 910
- 2017In Defense of the Triplet Loss for Person Re-Identificationcited by 786
- 2020Deep Learning for Person Re-identification: A Survey and Outlookcited by 549
- 2017Beyond Part Models: Person Retrieval with Refined Part Pooling (and a Strong Convolutional Baseline)cited by 473
- 2014Learning Face Representation from Scratchcited by 453
- 2019Bag of Tricks and A Strong Baseline for Deep Person Re-identificationcited by 430
- 2021MagFace: A Universal Representation for Face Recognition and Quality Assessmentcited by 334
- 2018Deep Face Recognition: A Surveycited by 276
38 more
- 2017Re-ranking Person Re-identification with k-reciprocal Encodingcited by 262
- 2021WebFace260M: A Benchmark Unveiling the Power of Million-Scale Deep Face Recognitioncited by 223
- 2018Harmonious Attention Network for Person Re-Identificationcited by 211
- 2015The MegaFace Benchmark: 1 Million Faces for Recognition at Scalecited by 200
- 2017Beyond triplet loss: a deep quadruplet network for person re-identificationcited by 172
- 2016Person Re-identification in the Wildcited by 157
- 2021GaitGraph: Graph Convolutional Network for Skeleton-Based Gait Recognitioncited by 115
- 2018Part-Aligned Bilinear Representations for Person Re-identificationcited by 90
- 2017Beyond Face Rotation: Global and Local Perception GAN for Photorealistic and Identity Preserving Frontal View Synthesiscited by 75
- 2017A Pose-Sensitive Embedding for Person Re-Identification with Expanded Cross Neighborhood Re-Rankingcited by 74
- 2022Killing Two Birds with One Stone:Efficient and Robust Training of Face Recognition CNNs by Partial FCcited by 74
- 2022Expanding Accurate Person Recognition to New Altitudes and Ranges: The BRIAR Datasetcited by 61
- 2018Densely Semantically Aligned Person Re-Identificationcited by 58
- 2019Unsupervised Tracklet Person Re-Identificationcited by 55
- 2017Learning Deep Context-aware Features over Body and Latent Parts for Person Re-identificationcited by 52
- 2018Dual Attention Matching Network for Context-Aware Feature Sequence based Person Re-Identificationcited by 50
- 2018Attention-Aware Compositional Network for Person Re-identificationcited by 50
- 2022A Comprehensive Survey on Deep Gait Recognition: Algorithms, Datasets and Challengescited by 45
- 2016UMDFaces: An Annotated Face Dataset for Training Deep Networkscited by 42
- 2020The Devil is in the Details: Self-Supervised Attention for Vehicle Re-Identificationcited by 39
- 2019A Dual-Path Model With Adaptive Attention For Vehicle Re-Identificationcited by 34
- 2016A Siamese Long Short-Term Memory Architecture for Human Re-Identificationcited by 32
- 2022GaitGL: Learning Discriminative Global-Local Feature Representations for Gait Recognitioncited by 26
- 2017Scalable Person Re-identification on Supervised Smoothed Manifoldcited by 24
- 2021A Large-Scale, Time-Synchronized Visible and Thermal Face Datasetcited by 23
- 2019Polarimetric Thermal to Visible Face Verification via Self-Attention Guided Synthesiscited by 19
- 2016Embedding Deep Metric for Person Re-identication A Study Against Large Variationscited by 16
- 2020Cross-Domain Identification for Thermal-to-Visible Face Recognitioncited by 14
- 2017The Do's and Don'ts for CNN-based Face Verificationcited by 13
- 2020Dual-Attention GAN for Large-Pose Face Frontalizationcited by 13
- 2018End-to-End Deep Kronecker-Product Matching for Person Re-identificationcited by 12
- 2018Hard-Aware Point-to-Set Deep Metric for Person Re-identificationcited by 12
- 2022Multi-Modal Human Authentication Using Silhouettes, Gait and RGBcited by 12
- 2018Attention Driven Person Re-identificationcited by 11
- 2020Multi-Scale Thermal to Visible Face Verification via Attribute Guided Synthesiscited by 11
- 2018A Fast and Accurate System for Face Detection, Identification, and Verificationcited by 10
- 2019M2FPA: A Multi-Yaw Multi-Pitch High-Quality Database and Benchmark for Facial Pose Analysiscited by 7
- 2021A Synthesis-Based Approach for Thermal-to-Visible Face Verificationcited by 7
50 most cited of 54 All 54 (JSON)
Built on by
Citing papers per year: 2023: 2; 2024: 2.
4 papers.
- 2024Neural Eulerian Scene Flow Fieldscited by 15
- 2023ShARc: Shape and Appearance Recognition for Person Identification In-the-wildcited by 13
- 2024From Data to Insights: A Covariate Analysis of the IARPA BRIAR Dataset for Multimodal Biometric Recognition Algorithms at Altitude and Rangecited by 6
- 2023Human Body Model based ID using Shape and Pose Parameterscited by 0
- 2024Neural Eulerian Scene Flow Fields2 Oct 2024
- 2024From Data to Insights: A Covariate Analysis of the IARPA BRIAR Dataset for Multimodal Biometric Recognition Algorithms at Altitude and Range3 Sep 2024
- 2023Human Body Model based ID using Shape and Pose Parameters6 Dec 2023
- 2023ShARc: Shape and Appearance Recognition for Person Identification In-the-wild24 Oct 2023