Bag of Tricks and a Strong Baseline for Deep Person Re-Identification

This paper explores a simple and efficient baseline for person re-identification (ReID). Person re-identification (ReID) with deep neural networks has made progress and achieved high performance in recent years. However, many state-of-the-arts methods design complex network structure and concatenate multi-branch features. In the literature, some effective training tricks are briefly appeared in several papers or source codes. This paper will collect and evaluate these effective training tricks in person ReID. By combining these tricks together, the model achieves 94.5% rank-1 and 85.9% mAP on Market1501 with only using global features. Our codes and models are available at https://github.com/michuanhaohao/reid-strong-baseline.

• Publication year

  2019

• Venue

  2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)

• Publication date

  2019-03-17

• Fields of study

  Computer Science

• Identifiers
  DOI 10.1109/CVPRW.2019.00190arXiv 1903.07071
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar

• No claims are published for this paper.

• No concepts are published for this paper.

• CamStyle: A Novel Data Augmentation Method for Person Re-Identification

  2019cited by this paper
• Features for Multi-target Multi-camera Tracking and Re-identification

  2018cited by this paper
• Harmonious Attention Network for Person Re-identification

  2018cited by this paper
• SCPNet: Spatial-Channel Parallelism Network for Joint Holistic and Partial Person Re-Identification

  2018cited by this paper
• Batch DropBlock Network for Person Re-Identification and Beyond

  2018cited by this paper
• A Coarse-to-fine Pyramidal Model for Person Re-identification via Multi-Loss Dynamic Training

  2018cited by this paper
• SphereReID: Deep Hypersphere Manifold Embedding for Person Re-Identification

  2018cited by this paper
• Mancs: A Multi-task Attentional Network with Curriculum Sampling for Person Re-Identification

  2018cited by this paper
• Human Semantic Parsing for Person Re-identification

  2018cited by this paper
• Pyramidal Person Re-IDentification via Multi-Loss Dynamic Training

  2018cited by this paper
• A Mask Based Deep Ranking Neural Network for Person Retrieval

  2018cited by this paper
• Dual Attention Matching Network for Context-Aware Feature Sequence Based Person Re-identification

  2018cited by this paper
• Batch Feature Erasing for Person Re-identification and Beyond

  2018cited by this paper
• Re-ranking Person Re-identification with k-Reciprocal Encoding

  2017cited by this paper
• In Defense of the Triplet Loss for Person Re-Identification

  2017cited by this paper
• Random Erasing Data Augmentation

  2017cited by this paper
• Pose-Normalized Image Generation for Person Re-identification

  2017cited by this paper
• A Pose-Sensitive Embedding for Person Re-identification with Expanded Cross Neighborhood Re-ranking

  2017cited by this paper
• GLAD: Global-Local-Alignment Descriptor for Pedestrian Retrieval

  2017influential reference
• Beyond Part Models: Person Retrieval with Refined Part Pooling

  2017cited by this paper
• AlignedReID: Surpassing Human-Level Performance in Person Re-Identification

  2017cited by this paper
• Pose-Invariant Embedding for Deep Person Re-Identification

  2017cited by this paper
• SVDNet for Pedestrian Retrieval

  2017cited by this paper
• A Discriminatively Learned CNN Embedding for Person Reidentification

  2016cited by this paper
• Performance Measures and a Data Set for Multi-target, Multi-camera Tracking

  2016influential reference
• A Discriminative Feature Learning Approach for Deep Face Recognition

  2016cited by this paper
• Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification

  2015cited by this paper
• Rethinking the Inception Architecture for Computer Vision

  2015cited by this paper
• Deep Residual Learning for Image Recognition

  2015influential reference
• Scalable Person Re-identification: A Benchmark

  2015cited by this paper

• Structure-Aware Alignment for Day-Night Cross-Domain Vehicle Re-Identification

  2026cites this paper
• A Global Position Estimation Algorithm for Multi-Camera Multi-Object Tracking

  2026cites this paper
• 3D Gallery for Cross-Covariate Gait Recognition

  2026cites this paper
• Learning Universal Attack via Model-Guided Meta-Learning for Person Reidentification

  2026cites this paper
• Fine-grained image classification driven by Gaussian sampling and metric learning

  2026cites this paper
• T2RIAD: A Two-Stage Framework for Truck Re-ID With Domain Adversarial and Distillation Learning

  2026cites this paper
• Rectifying Geometry-Induced Similarity Distortions for Real-World Aerial-Ground Person Re-Identification

  2026cites this paper
• Dual-Stage Graph-Based Association Framework for Cross-View Person Re-Identification in Construction Worker Monitoring

  2026cites this paper
• LEViT: Locally Enhanced Vision Transformer for Efficient Object Re-Identification

  2026cites this paper
• GENGait: Exploring a Skeleton-Based Gait Recognition Framework With Strong Generalizability

  2026cites this paper
• From Gradient Analysis to Norm Control: Rethinking Triplet Loss for Gait Recognition

  2026cites this paper
• Robust vision transformer-based framework for person re-identification through occlusion-aware training

  2026cites this paper
• DCG ReID: Disentangling Collaboration and Guidance Fusion Representations for Multi-modal Vehicle Re-Identification

  2026cites this paper
• MFENet: Multiinformation Feature Enhancement Network for Vehicle Reidentification

  2026cites this paper
• A novel approach for quantifying and discriminating fish feeding behavior via Fishsort in RAS

  2026cites this paper
• Individual identification of brown bears using pose-aware metric learning.

  2026cites this paper
• SD2-ReID: A semantic-stylistic decoupled distillation framework for robust multi-modal object re-identification.

  2026cites this paper
• MSP-ReID: Hairstyle-Robust Cloth-Changing Person Re-Identification

  2026cites this paper
• Sparse VMamba: Robust Spatio-Temporal Information Modeling for Event Camera Person Re-Identification

  2026cites this paper
• Revisiting Fine-Grained Image Analysis by Semantic-Part Alignment

  2026cites this paper
• CGSI: Context-Guided and UAV’s Status Informed Multimodal Framework for Generalizable Cross-View Geo-Localization

  2026cites this paper
• Internal–External Context Interaction Network for Person Re-Identification

  2026cites this paper
• Disentangled Concept Representation for Text-to-image Person Re-identification

  2026cites this paper
• Vision based approach - radial basis kernels and deep-networks to recover person identity from independent camera views

  2026cites this paper
• PDRNet: Pinwheel‐Guided Dynamic Representation Learning for Visible‐Infrared Person Re‐Identification

  2026cites this paper
• MOO: A Multi-view Oriented Observations Dataset for Viewpoint Analysis in Cattle Re-Identification

  2026influential citation
• Learning Corruption-Invariant Components and Cross-Modal Correspondence for Unsupervised Visible-Infrared Person Re-Identification

  2026cites this paper
• Deep Learning-Based Multi-Object Tracking: A Comprehensive Survey from Foundations to State-of-the-Art

  2025cites this paper
• Differential Privacy and k-Anonymity for Pedestrian Image Data: Impact on Cross-Camera Person Re-Identification and Demographic Predictions

  2025cites this paper
• ESCNet: Embedding Space Consistency Network With Scale-Perspective Adaptation for Person Re-Identification

  2025influential citation
• Multi-object tracking in surveillance scenarios based on joint detection and multi-feature fusion

  2025cites this paper
• Research on Machine Vision–Based Intelligent Tracking System for Maintenance Personnel

  2025cites this paper
• 50 Years of Automated Face Recognition

  2025cites this paper
• Robust visible-infrared person re-identification via frequency-space joint disentanglement and fusion network

  2025cites this paper
• Coarse Attribute Prediction with Task Agnostic Distillation for Real World Clothes Changing ReID

  2025cites this paper
• Dynamic Uncertainty Learning with Noisy Correspondence for Text-Based Person Search

  2025cites this paper
• Long Short-Term Knowledge Decomposition and Consolidation for Lifelong Person Re-Identification

  2025cites this paper
• Channel-shuffled transformers for cross-modality person re-identification in video

  2025cites this paper
• Collaborative Enhancement Network for Low-quality Multi-spectral Vehicle Re-identification

  2025cites this paper
• Diverse Semantics-Guided Feature Alignment and Decoupling for Visible-Infrared Person Re-Identification

  2025cites this paper
• Research on abnormal behavior detection technology in controlled areas based on human body parts trajectory tracking

  2025cites this paper
• A real-time application employing back- or side-view images of individuals to search for specific faces

  2025cites this paper
• Perception Assisted Transformer for Unsupervised Object Re-Identification

  2025cites this paper
• Multi-modal Multi-platform Person Re-Identification: Benchmark and Method

  2025cites this paper
• VPM-Net: Person Re-ID Network Based on Visual Prompt Technology and Multi-Instance Negative Pooling

  2025cites this paper
• 3D multi-object tracking based on parallel multimodal data association

  2025cites this paper
• ReID-FSAI: Person Re-Identification Network Fused With Semantic and Attribute Information

  2025cites this paper
• Attention-based hybrid contrastive learning for unsupervised person re-identification

  2025cites this paper
• A CNN-transformer hybrid model and a multi-modal multi-stage training strategy for visible-infrared person re-identification

  2025cites this paper
• Intermediate domain-based unsupervised domain adaptive visual-infrared cross-modal person re-identification

  2025cites this paper
• CVVNet: A Cross-Vertical-View Network for Gait Recognition

  2025cites this paper
• Base-Detail Feature Learning Framework for Visible-Infrared Person Re-Identification

  2025cites this paper
• Anti-Cheating Model Based on TransReID Campus Running

  2025cites this paper
• Person re-identification in video surveillance systems by feature replacement of occluded parts of human figures

  2025cites this paper
• ICPL-ReID: Identity-Conditional Prompt Learning for Multi-Spectral Object Re-Identification

  2025cites this paper
• NEXT: Multi-Grained Mixture of Experts via Text-Modulation for Multi-Modal Object Re-ID

  2025cites this paper
• Granularity-Aware Hyperbolic Representation for Text-Based Person Search

  2025cites this paper
• Enhancing multi-target multi-camera vehicle tracking with YOLOv9 and attention mechanisms for smart city traffic monitoring

  2025cites this paper
• Cross-Camera Discriminative Person Association by Unsupervised Frame Clustering and Selection

  2025cites this paper
• Token recombination based shallow-deep feature fusion for occluded person re-identification

  2025cites this paper
• ReID5o: Achieving Omni Multi-modal Person Re-identification in a Single Model

  2025cites this paper
• CLIP-HandID: Vision-Language Model for Hand-Based Person Identification

  2025cites this paper
• Attribute Conditional Diffusion-Augmented Person Re-Identification

  2025cites this paper
• Gaitcloud: Leveraging Spatial-Temporal Information for Lidar-Base Gait Recognition With a True-3D Gait Representation

  2025cites this paper
• Learning Visual-Semantic Embedding for Generalizable Person Re-Identification: A Unified Perspective

  2025cites this paper
• Towards All-in-One Medical Image Re-Identification

  2025cites this paper
• Occluded person re-identification based on foreground segmentation and multi-scale feature fusion

  2025cites this paper
• Learning Binary-Antithetical Information Bottleneck for Generalizable Face Anti-Spoofing

  2025cites this paper
• Person Re-Identification With Self-Supervised Teacher for In-Box Noise

  2025cites this paper
• Research on Multi-Objective Pedestrian Tracking Algorithm Based on Full-Size Feature Fusion

  2025influential citation
• From Poses to Identity: Training-Free Person Re-Identification via Feature Centralization

  2025cites this paper
• Causal Feature Supervision Decoupling: A Novel Method for Clothes-Changing Person Re-identification Algorithm

  2025cites this paper
• LATex: Leveraging Attribute-based Text Knowledge for Aerial-Ground Person Re-Identification

  2025cites this paper
• Learn from restoration: exploiting task-oriented knowledge distillation in self-supervised person re-identification

  2025cites this paper
• Breaking the Paired Sample Barrier in Person Re-Identification: Leveraging Unpaired Samples for Domain Generalization

  2025cites this paper
• Foreground-aware transformer network for person re-identification

  2025cites this paper
• CHIRLA: Comprehensive High-resolution Identification and Re-identification for Large-scale Analysis

  2025cites this paper
• Exploring the application of knowledge transfer to sports video data

  2025cites this paper
• Prompt-driven Transferable Adversarial Attack on Person Re-Identification with Attribute-aware Textual Inversion

  2025cites this paper
• MoDA: Mixture of Domain Adapters for Parameter-efficient Generalizable Person Re-identification

  2025cites this paper
• A Re-Ranking Method Using K-Nearest Weighted Fusion for Person Re-Identification

  2025influential citation
• Bidirectional Image Translation for Robust Person Re-Identification in Unsupervised Domain Adaptation

  2025cites this paper
• Action tube generation by person query matching for spatio-temporal action detection

  2025cites this paper
• Composed Multi-modal Retrieval: A Survey of Approaches and Applications

  2025cites this paper
• Multi-level fine-grained center calibration network for unsupervised person re-identification

  2025cites this paper
• SeCap: Self-Calibrating and Adaptive Prompts for Cross-View Person Re-Identification in Aerial-Ground Networks

  2025cites this paper
• CMGait: Enhancing Cross-Modality Gait Recognition between LiDAR and RGB through Contrastive Identity-consistent Feature Aggregation

  2025cites this paper
• Object-Centric Discriminative Learning for Text-Based Person Retrieval

  2025cites this paper
• History-Aware Transformation of ReID Features for Multiple Object Tracking

  2025influential citation
• Fully Decoupled End-to-End Person Search: An Approach without Conflicting Objectives

  2025cites this paper
• EasyRet3D: Uncalibrated Multi-View Multi-Human 3D Reconstruction and Tracking

  2025cites this paper
• Strong Baseline: Multi-UAV Tracking via YOLOv12 with BoT-SORT-ReID

  2025cites this paper
• Leveraging Visual Language Information for Enhanced Person Re-Identification: A Robust Framework for Real-World Applications

  2025cites this paper
• Unsupervised Aerial–Ground Re-Identification from Pedestrian to Group for UAV-Based Surveillance

  2025cites this paper
• Towards Autonomous Cardiac Ultrasound Scanning: Combining Physician Expertise and Machine Intelligence

  2025cites this paper
• Leveraging Gait Patterns as Biomarkers: An attention-guided Deep Multiple Instance Learning Network for Scoliosis Classification

  2025cites this paper
• SD-ReID: View-aware Stable Diffusion for Aerial-Ground Person Re-Identification

  2025cites this paper
• A Hybrid Deep Learning-based Person Re-identification Across Multi-Cameras

  2025cites this paper
• Reliable Multi-Modal Object Re-Identification via Modality-Aware Graph Reasoning

  2025cites this paper
• Exploring the Camera Bias of Person Re-identification

  2025cites this paper