Person Re-identification

Last update: Jun 17, 2021

Related tags

Deep Learning hcmus-person-reid

Overview

Person Re-identification

Final project of Computer Vision

Table of content

Person Re-identification

Students:

Name	Student ID	Email
Nguyen Hoang Quan	18120145	[email protected]
Le Minh Khoa	18120415	[email protected]

Proposed method

Dataset

Market-1501

Dataset preparation

Download raw dataset

Download Market-1501 via Google Drive: link

Set dataset path

In config.json file, change root value to dataset path.

Train

Config

Check config.json file for training configuration.

Run

Run python main.py to start training.

Evaluation

Methods	Train feature	Test feature	Rank-1	Rank-5	mAP
Baseline	Global	Global	83.28	94.18	65.96
Baseline	Local	Local	80.20	92.76	59.66
Baseline	Global, Local	Global	84.14	93.97	67.58
Baseline	Global, Local	Local	86.37	95.10	68.68
Baseline + Identity Loss	Global, Local	Global	83.55	93.35	67.66
Baseline + Identity Loss	Global, Local	Local	84.23	93.62	63.99
Baseline + Identity Loss + Random Flip	Global, Local	Global	85.42	93.97	69.34
Baseline + Identity Loss + Random Flip	Global, Local	Local	86.82	94.89	67.59
Re-ranking	Global, Local	Global	87.47	92.96	82.90
Re-ranking + Identity Loss	Global, Local	Global	86.19	92.76	81.27
Re-ranking + Identity loss + Random Flip	Global, Local	Global	87.50	92.93	82.68

Person Re-identification

Related tags

Overview

Person Re-identification

Table of content

Students:

Proposed method

Dataset

Dataset preparation

Download raw dataset

Set dataset path

Train

Config

Run

Evaluation

Owner

Nguyễn Hoàng Quân

Subgraph Based Learning of Contextual Embedding

Codes accompanying the paper "Learning Nearly Decomposable Value Functions with Communication Minimization" (ICLR 2020)

Official PyTorch implementation of DD3D: Is Pseudo-Lidar needed for Monocular 3D Object detection? (ICCV 2021), Dennis Park, Rares Ambrus, Vitor Guizilini, Jie Li, and Adrien Gaidon.

Code for Graph-to-Tree Learning for Solving Math Word Problems (ACL 2020)

Bootstrapped Representation Learning on Graphs

The Turing Change Point Detection Benchmark: An Extensive Benchmark Evaluation of Change Point Detection Algorithms on real-world data

Viperdb - A tiny log-structured key-value database written in pure Python

A Deep Learning based project for creating line art portraits.

PyTorch implementation of EigenGAN

PlenOctrees: NeRF-SH Training & Conversion

Diverse Object-Scene Compositions For Zero-Shot Action Recognition

This Artificial Intelligence program can take a black and white/grayscale image and generate a realistic or plausible colorized version of the same picture.

[ICLR 2022 Oral] F8Net: Fixed-Point 8-bit Only Multiplication for Network Quantization

🚗 INGI Dakar 2K21 - Be the first one on the finish line ! 🚗

Machine Translation Implement By Bi-GRU And Transformer

This repository is based on Ultralytics/yolov5, with adjustments to enable polygon prediction boxes.

Python KNN model: Predicting a probability of getting a work visa. Tableau: Non-immigrant visas over the years.

Official implementation of "Can You Spot the Chameleon? Adversarially Camouflaging Images from Co-Salient Object Detection" in CVPR 2022.

Project Tugas Besar pertama Pengenalan Komputasi Institut Teknologi Bandung

The repository for our EMNLP 2021 paper "Finnish Dialect Identification: The Effect of Audio and Text"

Person Re-identification

Related tags

Overview

Person Re-identification

Table of content

Students:

Proposed method

Dataset

Dataset preparation

Download raw dataset

Set dataset path

Train

Config

Run

Evaluation

Owner

Nguyễn Hoàng Quân

Subgraph Based Learning of Contextual Embedding

Codes accompanying the paper "Learning Nearly Decomposable Value Functions with Communication Minimization" (ICLR 2020)

Official PyTorch implementation of DD3D: Is Pseudo-Lidar needed for Monocular 3D Object detection? (ICCV 2021), Dennis Park*, Rares Ambrus*, Vitor Guizilini, Jie Li, and Adrien Gaidon.

Code for Graph-to-Tree Learning for Solving Math Word Problems (ACL 2020)

Bootstrapped Representation Learning on Graphs

The Turing Change Point Detection Benchmark: An Extensive Benchmark Evaluation of Change Point Detection Algorithms on real-world data

Viperdb - A tiny log-structured key-value database written in pure Python

A Deep Learning based project for creating line art portraits.

PyTorch implementation of EigenGAN

PlenOctrees: NeRF-SH Training & Conversion

Diverse Object-Scene Compositions For Zero-Shot Action Recognition

This Artificial Intelligence program can take a black and white/grayscale image and generate a realistic or plausible colorized version of the same picture.

[ICLR 2022 Oral] F8Net: Fixed-Point 8-bit Only Multiplication for Network Quantization

🚗 INGI Dakar 2K21 - Be the first one on the finish line ! 🚗

Machine Translation Implement By Bi-GRU And Transformer

This repository is based on Ultralytics/yolov5, with adjustments to enable polygon prediction boxes.

Python KNN model: Predicting a probability of getting a work visa. Tableau: Non-immigrant visas over the years.

Official implementation of "Can You Spot the Chameleon? Adversarially Camouflaging Images from Co-Salient Object Detection" in CVPR 2022.

Project Tugas Besar pertama Pengenalan Komputasi Institut Teknologi Bandung

The repository for our EMNLP 2021 paper "Finnish Dialect Identification: The Effect of Audio and Text"

Official PyTorch implementation of DD3D: Is Pseudo-Lidar needed for Monocular 3D Object detection? (ICCV 2021), Dennis Park, Rares Ambrus, Vitor Guizilini, Jie Li, and Adrien Gaidon.