</> Code with Papers by Syntology

Datasets › VehicleID

VehicleID (PKU VehicleID)

Introduced by Hongye Liu et al. in Deep Relative Distance Learning: Tell the Difference Between Similar Vehicles1 Jan 2016 archive 2025-07-28

The “VehicleID” dataset contains CARS captured during the daytime by multiple real-world surveillance cameras distributed in a small city in China. There are 26,267 vehicles (221,763 images in total) in the entire dataset. Each image is attached with an id label corresponding to its identity in real world. In addition, the dataset contains manually labelled 10319 vehicles (90196 images in total) of their vehicle model information(i.e.“MINI-cooper”, “Audi A6L” and “BWM 1 Series”).

Source: https://www.pkuml.org/resources/pku-vehicleid.html Image Source: https://www.pkuml.org/resources/pku-vehicleid.html

HomepageBenchmarksPapers JSON

Benchmarks archive 2025-07-28

All 8 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Unsupervised Domain Adaptation VehicleID to VeRi-776 CORE-ReID V2 mAP 49.50 CORE-ReID V2: Advancing the Domain Adaptation for Object... TrinhQuocNguyen/CORE-ReID-v2 14 Compare
Unsupervised Domain Adaptation Veri-776 to VehicleID Medium CORE-ReID V2 mAP 63.02 CORE-ReID V2: Advancing the Domain Adaptation for Object... TrinhQuocNguyen/CORE-ReID-v2 13 Compare
Unsupervised Domain Adaptation Veri-776 to VehicleID Large CORE-ReID V2 mAP 57.99 CORE-ReID V2: Advancing the Domain Adaptation for Object... TrinhQuocNguyen/CORE-ReID-v2 13 Compare
Vehicle Re-Identification VehicleID Small Recall@k Surrogate loss (ViT-B/16) Rank-1 96.2 Recall@k Surrogate Loss with Large Batches and Similarity Mixup yash0307/RecallatK_surrogate +1 13 Compare
Vehicle Re-Identification VehicleID Large Recall@k Surrogate loss (ViT-B/16) Rank-1 94.7 Recall@k Surrogate Loss with Large Batches and Similarity Mixup yash0307/RecallatK_surrogate +1 10 Compare
Vehicle Re-Identification VehicleID Medium Recall@k Surrogate loss (ViT-B/16) Rank-1 95.2 Recall@k Surrogate Loss with Large Batches and Similarity Mixup yash0307/RecallatK_surrogate +1 9 Compare
Unsupervised Domain Adaptation Veri-776 to VehicleID Small CORE-ReID V2 mAP 67.04 CORE-ReID V2: Advancing the Domain Adaptation for Object... TrinhQuocNguyen/CORE-ReID-v2 8 Compare
Vehicle Re-Identification VehicleID VehicleNet Rank1 83.64 VehicleNet: Learning Robust Visual Representation for... layumi/Person_reID_baseline_pytorch +2 1 Compare

Papers archive 2025-07-28

30 shown of 30 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 134. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
CORE-ReID V2: Advancing the Domain Adaptation for Object Re-Identification with Optimized Training and Ensemble Fusion 1 8 4 Jul 2025 not harvested
Revisiting Multi-Granularity Representation via Group Contrastive Learning for Unsupervised Vehicle Re-identification 0 3 29 Oct 2024 not harvested
Multimodality Adaptive Transformer and Mutual Learning for Unsupervised Domain Adaptation Vehicle Re-Identification 0 4 17 Sep 2024 not harvested
Strength in Diversity: Multi-Branch Representation Learning for Vehicle Re-Identification 1 1 2 Oct 2023 not harvested
Unsupervised Vehicle Re-Identification Based on Cross-Style Semi-Supervised Pre-Training and Feature Cross-Division 0 3 3 Jul 2023 not harvested
Image-to-image domain adaptation for vehicle re-identification 0 4 30 Mar 2023 not harvested
MSINet: Twins Contrastive Search of Multi-Scale Interaction for Object ReID 1 1 13 Mar 2023 not harvested
CLIP-ReID: Exploiting Vision-Language Model for Image Re-Identification without Concrete Text Labels 2 1 25 Nov 2022 not harvested
Progressive learning with multi-scale attention network for cross-domain vehicle re-identification 0 2 19 Nov 2021 not harvested
Relation Preserving Triplet Mining for Stabilising the Triplet Loss in Re-identification Systems 1 3 15 Oct 2021 not harvested
Recall@k Surrogate Loss with Large Batches and Similarity Mixup 2 6 25 Aug 2021 ran 0 of 11 samples (11 unverified)
Counterfactual Attention Learning for Fine-Grained Visual Categorization and Re-identification 1 3 19 Aug 2021 ran 8 of 11 samples (3 unverified)
GiT: Graph Interactive Transformer for Vehicle Re-identification 0 1 12 Jul 2021 not harvested
Learning Multiple Semantic Knowledge For Cross-Domain Unsupervised Vehicle Re-Identification 0 2 5 Jul 2021 not harvested
Rethinking the Optimization of Average Precision: Only Penalizing Negative Instances before Positive Ones is Enough 2 3 9 Feb 2021 not harvested
AttributeNet: Attribute Enhanced Vehicle Re-Identification 0 3 7 Feb 2021 not harvested
VehicleNet: Learning Robust Feature Representation for Vehicle Re-identification 7 3 7 Aug 2020 not harvested
Smooth-AP: Smoothing the Path Towards Large-Scale Image Retrieval 2 3 23 Jul 2020 ran 2 of 2 samples (0 unverified)
Unsupervised Vehicle Re-identification with Progressive Adaptation 0 4 20 Jun 2020 not harvested
Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-ID 3 1 4 Jun 2020 ran 3 of 5 samples (2 unverified)
Exploring Spatial Significance via Hybrid Pyramidal Graph Network for Vehicle Re-identification 1 1 29 May 2020 not harvested
VehicleNet: Learning Robust Visual Representation for Vehicle Re-identification 3 1 14 Apr 2020 not harvested
Mutual Mean-Teaching: Pseudo Label Refinery for Unsupervised Domain Adaptation on Person Re-identification 2 1 6 Jan 2020 ran 8 of 8 samples (0 unverified)
Invariance Matters: Exemplar Memory for Domain Adaptive Person Re-identification 2 1 3 Apr 2019 ran 0 of 8 samples (8 unverified)
Vehicle Re-identification Using Quadruple Directional Deep Learning Features 0 3 13 Nov 2018 not harvested
Unsupervised Domain Adaptive Re-Identification: Theory and Practice 3 4 30 Jul 2018 ran 0 of 5 samples (5 unverified)
Image-Image Domain Adaptation with Preserved Self-Similarity and Domain-Dissimilarity for Person Re-identification 2 1 19 Nov 2017 not harvested
Unsupervised Person Re-identification: Clustering and Fine-tuning 1 4 30 May 2017 not harvested
A Deep Learning-Based Approach to Progressive Vehicle Re-identification for Urban Surveillance 0 3 17 Sep 2016 not harvested
Deep Relative Distance Learning: Tell the Difference Between Similar Vehicles 0 3 1 Jun 2016 not harvested

Dataset loaders archive 2025-07-28

michuanhaohao/reid-strong-baselinepytorch

1 loader as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

Unsupervised Domain AdaptationVehicle Re-Identification

License archive 2025-07-28

Custom (research-only, non-commercial)

Modalities archive 2025-07-28

Images

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • Veri-776 to VehicleID Large
  • Veri-776 to VehicleID Medium
  • Veri-776 to VehicleID Small
  • VehicleID to VeRi-776
  • VehicleID
  • VehicleID Small
  • VehicleID Medium
  • VehicleID Large

8 variant names, as the archive lists them.

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections