Person Identification

Benchmarks archive 2025-07-28

3 leaderboard tables shown for this task, 3 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

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

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

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

24 shown of 24 papers with code (107 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.

• Robust M-Estimation Based Bayesian Cluster Enumeration for Real Elliptically Symmetric Distributions
  4 May 2020 3 repositories listed
  Robustly determining the optimal number of clusters in a data set is an essential factor in a wide range of applications.
• Weakly supervised discriminative feature learning with state information for person identification
  27 Feb 2020 2 repositories listed
  We evaluate our model on unsupervised person re-identification and pose-invariant face recognition.
• HRIBench: Benchmarking Vision-Language Models for Real-Time Human Perception in Human-Robot Interaction
  25 Jun 2025 1 repository listed
  To systematically study VLM capabilities in human perception for HRI and performance-latency trade-offs, we introduce HRIBench, a visual question-answering (VQA) benchmark designed to evaluate VLMs across a diverse set…
• KNN-MMD: Cross Domain Wireless Sensing via Local Distribution Alignment
  6 Dec 2024 1 repository listed
  To address this challenge, Domain Alignment (DAL) has been widely adopted for cross-domain classification tasks, as it focuses on aligning the global distributions of the source and target domains in feature space.
• CrossFi: A Cross Domain Wi-Fi Sensing Framework Based on Siamese Network
  20 Aug 2024 1 repository listed
  One major factor contributing to this issue is the limited availability of Wi-Fi sensing datasets, which makes models learn excessive irrelevant information and over-fit to the training set.
• OpenGait: A Comprehensive Benchmark Study for Gait Recognition towards Better Practicality
  15 May 2024 1 repository listed
  To this end, we first develop OpenGait, a flexible and efficient gait recognition platform.
• Activity-Biometrics: Person Identification from Daily Activities
  26 Mar 2024 1 repository listed
  Furthermore, we extensively compare ABNet with existing works in person identification and demonstrate its effectiveness for activity-based biometrics across all five datasets.
• Finding the Missing Data: A BERT-inspired Approach Against Package Loss in Wireless Sensing
  19 Mar 2024 1 repository listed
  Despite the development of various deep learning methods for Wi-Fi sensing, package loss often results in noncontinuous estimation of the Channel State Information (CSI), which negatively impacts the performance of the…
• Image-based human re-identification: Which covariates are actually (the most) important?
  20 Jan 2024 1 repository listed
  Human re-identification (re-ID) is nowadays among the most popular topics in computer vision, due to the increasing importance given to safety/security in modern societies.
• Class Distribution Shifts in Zero-Shot Learning: Learning Robust Representations
  30 Nov 2023 1 repository listed
  Zero-shot learning methods typically assume that the new, unseen classes encountered during deployment come from the same distribution as the the classes in the training set.
• GaitFormer: Learning Gait Representations with Noisy Multi-Task Learning
  30 Oct 2023 1 repository listed
  Gait analysis is proven to be a reliable way to perform person identification without relying on subject cooperation.
• NIPD: A Federated Learning Person Detection Benchmark Based on Real-World Non-IID Data
  28 Jun 2023 1 repository listed
  Therefore, we open source a non-IID IoT person detection (NIPD) data set, which is collected from five different cameras.
• Exploring Deep Models for Practical Gait Recognition
  6 Mar 2023 1 repository listed Syntology ran 3 of 3 samples · 0 unverified · 3 pointer-only (licence)
  Gait recognition is a rapidly advancing vision technique for person identification from a distance.
• Attribute De-biased Vision Transformer (AD-ViT) for Long-Term Person Re-identification
  29 Nov 2022 1 repository listed
  Person re-identification (re-ID) aims to retrieve images of the same identity from a gallery of person images across cameras and viewpoints.
• DISARM: Detecting the Victims Targeted by Harmful Memes
  11 May 2022 1 repository listed
  Finally, we show that DISARM is interpretable and comparatively more generalizable and that it can reduce the relative error rate for harmful target identification by up to 9 points absolute over several strong…
• DeepChange: A Large Long-Term Person Re-Identification Benchmark with Clothes Change
  31 May 2021 1 repository listed
  Currently, one of the most significant limitations in this field is the lack of a large realistic benchmark.
• 3D Human Body Reshaping with Anthropometric Modeling
  5 Apr 2021 1 repository listed
  First, we calculate full-body anthropometric parameters from limited user inputs by imputation technique, and thus essential anthropometric parameters for 3D body reshaping can be obtained.
• Weakly-Supervised Multi-Face 3D Reconstruction
  6 Jan 2021 1 repository listed
  3D face reconstruction plays a very important role in many real-world multimedia applications, including digital entertainment, social media, affection analysis, and person identification.
• Adversarial Disentanglement of Speaker Representation for Attribute-Driven Privacy Preservation
  8 Dec 2020 1 repository listed
  In order to allow the user to choose which information to protect, we introduce in this paper the concept of attribute-driven privacy preservation in speaker voice representation.
• Subject-Aware Contrastive Learning for Biosignals
  30 Jun 2020 1 repository listed
  Datasets for biosignals, such as electroencephalogram (EEG) and electrocardiogram (ECG), often have noisy labels and have limited number of subjects (<100).
• Ear2Face: Deep Biometric Modality Mapping
  2 Jun 2020 1 repository listed
  We have achieved very promising results, especially on the FERET dataset, generating visually appealing face images from ear image inputs.
• OPFython: A Python-Inspired Optimum-Path Forest Classifier
  28 Jan 2020 1 repository listed
  Machine learning techniques have been paramount throughout the last years, being applied in a wide range of tasks, such as classification, object recognition, person identification, and image segmentation.
• Deep Learning-Based Gait Recognition Using Smartphones in the Wild
  1 Nov 2018 1 repository listed
  Specifically, a hybrid deep neural network is proposed for robust gait feature representation, where features in the space and time domains are successively abstracted by a convolutional neural network and a recurrent…
• StoryGraphs: Visualizing Character Interactions as a Timeline
  1 Jun 2014 1 repository listed
  We present a novel way to automatically summarize and represent the storyline of a TV episode by visualizing character interactions as a chart.

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.