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Vehicle re-identification is the task of identifying the same vehicle across multiple cameras.

( Image credit: A Two-Stream Siamese Neural Network for Vehicle Re-Identification by Using Non-Overlapping Cameras )

Benchmarks

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Datasets

Greatest papers with code

VehicleNet: Learning Robust Feature Representation for Vehicle Re-identification

7 Aug 2020layumi/Person_reID_baseline_pytorch

This stage relaxes the full alignment between the training and testing domains, as it is agnostic to the target vehicle domain.

 Ranked #1 on Vehicle Re-Identification on VeRi-776 (using extra training data)

REPRESENTATION LEARNING VEHICLE RE-IDENTIFICATION

FastReID: A Pytorch Toolbox for General Instance Re-identification

4 Jun 2020JDAI-CV/fast-reid

General Instance Re-identification is a very important task in the computer vision, which can be widely used in many practical applications, such as person/vehicle re-identification, face recognition, wildlife protection, commodity tracing, and snapshop, etc.. To meet the increasing application demand for general instance re-identification, we present FastReID as a widely used software system in JD AI Research.

FACE RECOGNITION IMAGE RETRIEVAL PERSON RE-IDENTIFICATION VEHICLE RE-IDENTIFICATION

Multi-Domain Learning and Identity Mining for Vehicle Re-Identification

22 Apr 2020michuanhaohao/reid-strong-baseline

Our solution is based on a strong baseline with bag of tricks (BoT-BS) proposed in person ReID.

VEHICLE RE-IDENTIFICATION

Smooth-AP: Smoothing the Path Towards Large-Scale Image Retrieval

ECCV 2020 Andrew-Brown1/Smooth_AP

Optimising a ranking-based metric, such as Average Precision (AP), is notoriously challenging due to the fact that it is non-differentiable, and hence cannot be optimised directly using gradient-descent methods.

IMAGE INSTANCE RETRIEVAL METRIC LEARNING VEHICLE RE-IDENTIFICATION

Deep Meta Metric Learning

ICCV 2019 CHENGY12/DMML

In this paper, we present a deep meta metric learning (DMML) approach for visual recognition.

FACE VERIFICATION METRIC LEARNING PERSON RE-IDENTIFICATION VEHICLE RE-IDENTIFICATION

VOC-ReID: Vehicle Re-identification based on Vehicle-Orientation-Camera

20 Apr 2020Xiangyu-CAS/AICity2020-VOC-ReID

Then we use orientation and camera similarity as penalty to get final similarity.

DATA AUGMENTATION VEHICLE RE-IDENTIFICATION

Vehicle Re-identification: exploring feature fusion using multi-stream convolutional networks

13 Nov 2019icarofua/vehicle-ReId

In the first network stream, shape similarities are identified by a Siamese CNN that uses a pair of low-resolution vehicle patches recorded by two different cameras.

OPTICAL CHARACTER RECOGNITION VEHICLE RE-IDENTIFICATION