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flowers's Introduction

Flowers development

Datasets

  • Merge 2 open-source datasets: flower_dataset.py
  • Generate ImageNet-like dataset for competition data: imnetfy_ds.py

Model

How to load pretrain VOLO model:

  1. Clone actual model: git clone https://github.com/sail-sg/volo
  2. Download weights: link
  3. conda install timm or pip install timm
  4. Load the model:
import torch
from volo.models.volo import *

checkpoint_path = "weights_volo/volo_d1_244_competition_original_dataset/model_best.pth.tar"

# create model
model = volo_d1(img_size=224, num_classes=219)

# load weights
checkpoint = torch.load(checkpoint_path, map_location='cpu')
state_dict = checkpoint['state_dict']
model.load_state_dict(state_dict)

# display the model
print(model)

flowers's People

Contributors

ivanvoid avatar

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