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SOLOv2

SOLOv2: Dynamic, Faster and Stronger, achives 39.5mAP on coco test-dev (36 epochs result)

Install / Use

/learn @YuqingWang1029/SOLOv2
About this skill

Quality Score

0/100

Supported Platforms

Universal

README

SOLOv2

The code is an unofficial pytorch implementation of SOLOv2: Dynamic, Faster and Stronger

Install

Please check SOLOv1 for installation instructions.

Training

Follows the same way as SOLOv1.

single GPU:

python tools/train.py configs/solov2/solov2_r101_3x.py

multi GPU (for example 8):

./tools/dist_train.sh configs/solov2/solov2_r101_3x.py 8

Weights

Trained model can be download in Google drive BaiduYun 提取码: qw4e

Results

After training 36 epochs(3x) on the coco dataset using the resnet-101 backbone, the mAP is 39.5 on COCO test-dev2017 dataset. In the original paper, the model achieves 39.7 after 72 epochs(6x).

<img src="AP.jpg">

Visualization(1 epoch)

<img src="solov2.png" width="2000">
View on GitHub
GitHub Stars247
CategoryDevelopment
Updated3mo ago
Forks38

Languages

Python

Security Score

97/100

Audited on Dec 1, 2025

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