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Tencent/MedicalNet

Many studies have shown that the performance on deep learning is significantly affected by volume of training data. The MedicalNet project provides a series of 3D-ResNet pre-trained models and relative code. observed · 2026-08-28

github.com/Tencent/MedicalNet · Python · NOASSERTION (other) observed · 2026-08-28

Health v2 · maintenance only

57/100

  • Activity 54
  • Release rhythm 35
  • Longevity 100

Flags: no_releases no_license

How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-02. Adoption (stars, forks) is never an input.

  • gap_med: n/a
  • age_days: 2604
  • days_rel: n/a
  • days_push: 279
  • n_releases_24m: 0

Full methodology

Adoption not part of the score

2255 stars · 462 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

MedicalNet provides a series of 3D-ResNet pre-trained models trained on 23 diverse medical imaging datasets, with PyTorch transfer-learning code based on the Med3D paper. It enables fine-tuning strong 3D backbones for medical image segmentation and classification tasks.

Use cases

  • fine-tune 3D resnet on medical images
  • pretrained 3D medical image segmentation backbone
  • transfer learning for CT/MRI deep learning
  • improve segmentation accuracy with pretrained weights
  • medical image classification with limited data

When to choose

  • you need 3D medical imaging pretrained weights for transfer learning
  • your labeled medical dataset is too small to train from scratch
  • you work in PyTorch with 3D ResNet architectures

When to avoid

  • you need 2D pretrained models or non-ResNet architectures
  • you require a permissively maintained, actively updated library
  • you need out-of-the-box inference without writing training code

Facets

library · maturity maintenance

machine-learning deep-learning image-processing healthcare deep-learning machine-learning computer-vision python pretrained-models 3d-resnet medical-imaging transfer-learning segmentation pytorch gpu linux

1 source

Member repositories

RepositoryRoleHealth v2
Tencent/MedicalNetmain57

For agents

markdown · JSON · MCP: product_card(name="Tencent/MedicalNet")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem