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VeRi-776

Introduced in A Deep Learning-Based Approach to Progressive Vehicle Re-identification for Urban Surveillance1 Jan 2016 archive 2025-07-28

VeRi-776 is a vehicle re-identification dataset which contains 49,357 images of 776 vehicles from 20 cameras. The dataset is collected in the real traffic scenario, which is close to the setting of CityFlow. The dataset contains bounding boxes, types, colors and brands.

Source: VehicleNet: Learning Robust Visual Representation for Vehicle Re-identification Image Source: https://vehiclereid.github.io/VeRi/

HomepageBenchmarksPapers JSON

Benchmarks archive 2025-07-28

All 1 leaderboard 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
Vehicle Re-Identification VeRi-776 MBR4B-LAI (w/ RK) mAP 92.1 Strength in Diversity: Multi-Branch Representation... videturfortuna/vehicle_reid_itsc2023 17 Compare

Papers archive 2025-07-28

15 shown of 15 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 79. 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
CA-Jaccard: Camera-aware Jaccard Distance for Person Re-identification 1 1 17 Nov 2023 ran 5 of 10 samples (5 unverified)
Strength in Diversity: Multi-Branch Representation Learning for Vehicle Re-Identification 1 3 2 Oct 2023 not harvested
Rethinking Person Re-identification from a Projection-on-Prototypes Perspective 0 1 21 Aug 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
Relation Preserving Triplet Mining for Stabilising the Triplet Loss in Re-identification Systems 1 1 15 Oct 2021 not harvested
Counterfactual Attention Learning for Fine-Grained Visual Categorization and Re-identification 1 1 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
A Strong Baseline for Vehicle Re-Identification 1 1 22 Apr 2021 not harvested
Cluster Contrast for Unsupervised Person Re-Identification 4 1 22 Mar 2021 ran 7 of 14 samples (7 unverified)
TransReID: Transformer-based Object Re-Identification 4 1 8 Feb 2021 not harvested
AttributeNet: Attribute Enhanced Vehicle Re-Identification 0 1 7 Feb 2021 not harvested
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
Vehicle Re-identification Using Quadruple Directional Deep Learning Features 0 1 13 Nov 2018 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-IdentificationUnsupervised Vehicle Re-Identification

License archive 2025-07-28

Custom (non-commercial)

Modalities archive 2025-07-28

Images

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • VeRi-776
  • VehicleID to VeRi-776

2 variant names, as the archive lists them.

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