yuzaiyang123 / MV-Reid

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MV-Reid: 3D Multi-View Transformation Network for Occluded Person Re-Identification

Thanks for your attention. In this repo, we provide the code and dataset for the paper "MV-Reid: 3D Multi-View Transformation Network for Occluded Person Re-Identification".

Open-source schedule

15 Feb 2023. Open source the subset of the multi-view-Occluded-ReID. Google drive [Done]

Multi-view-duke, Multi-view-Occluded-duke and MV-Reid source code will be open source after this paper is accepted.

Dataset introduction

A reconstruct algorithm SMPL and a rendering engine blender are adopted to generate multi-view dataset from input images in this work. Exactly, we present four large-scale 3D multi-view person ReID datasets.

The scale of Multi-view-Market1501, Multi-view-duke, Multi-view-Occluded-duke and Multi-view-Occluded-ReID as shown:

Dataset #ID #3D model #Multi-view image
MV-Market-1501 Training 751 129,36 155,232
Gallery 752 197,32 236,784
Query 750 3368 40,416
MV-duke Training Set 702 16,522 198,264
Gallery 1,110 17,661 211,932
Query 702 2228 26,736
MV-Occluded-duke Training 702 15,618 187,146
Gallery 1,110 17,661 211,932
Query 519 2210 26,520
MV-Occluded-ReID Training - - -
Gallery 200 200 12,000
Query 200 200 12,000

We Visualize the subset of MV-Market-1501

image

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