Passion-ate🔥

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	Blog	Blog	Notion		Notion

Overview

프로젝트 목표

• 재활용 image semantic segmentation 모델 개발

데이터셋

• COCO format 이미지 3272장 (512x512 resolution)
  • Class : Background, General trash, Paper, Paper pack, Metal, Glass, Plastic, Styrofoam, Plastic bag, Battery, Clothing
  • Tool: Pytorch, mmsegmentation, Weights and Biases, Github, Notion

Result

• Public & Private LB 1등: 0. 773(19 teams)

Directory

semantic-segmentation-level2-cv-16/  
├── dev/  
└── release/  
    ├── data_processing/  
    |   ├── EDA_vis_tools/   
    |   ├── Passion-ateMix/   
    |   ├── Pseudo_labeling/   
    |   ├── ensemble/   
    |   └── post_process_vis/   
    └── segmentation_model/  
        ├── BEiT/  
        ├── HRNetV2_W64_OCR/  
        ├── SMP/  
        ├── SwinB-UperNet/  
        └── UNet/  

Model

BEiT

BEiT

SwinTransformer

SwinB-UperNet

HRNetV2

HRNetV2_W64_OCR

UNet++

SMP

Ensemble

hard_voting.ipynb