Project AURIONAI Use-Cases Research & Innovation
Arizona State University
vision

UNet++

Nested U-Net with dense skip pathways for medical image segmentation.

Figure from the UNet++ paper: UNet++ consists of an encoder and decoder that are connected through a series of nested dense convolutional blocks.
Levelvariant
Classvision
Parametersnot in the notes
Contextnot in the notes
Released18 Jul 2018
Opennessunknown
Runs onnot in the notes
Statusactive

Industry Use Cases

R&D Topics

Identity

Developer
Arizona State University
Family
U-Net
Released
18 Jul 2018 sourcesannouncement page
Weights published
–
Record checked
12 Oct 2026
Where this comes from
Developer and dates from the research notes. Release date is the vendor's public announcement; weights date is when open weights were published.

Architecture and Size

Architecture
CNN
Total parameters
– sources
Active parameters
–
Checkpoint parameters
–
Context length
not in the notes
Input
image
Output
image
Where this comes from
Parameter counts as the developer states them. Where the checkpoint holds a different total, both are shown (register A16).

Openness and Access

Openness
unknown
Licence
not in the notes sources
Access routes
open weights download
Where this comes from
The licence file governs over registry tags and aggregator labels.

Deployment

Runs on
not in the notes
Footprint
not in the notes
Runtimes
not in the notes
Where this comes from
Deployment tiers and runtimes as named in the notes. Footprint is the notes' figure, not a measurement by AURION.

Indonesia

Indonesian support
not stated
Regional languages
not in the notes
Jakarta hosting
unknown
Languages
not in the notes
Where this comes from
Indonesia fields are carried on every model; unknown is an allowed value.

Benchmark Results

The notes record no benchmark result for this model.

Lineage

The notes record no lineage for this model.

Sources

  1. arxiv.org/abs/1807.10165 https://arxiv.org/abs/1807.10165
  2. modelzoo.co/model/pytorch-nested-unet https://modelzoo.co/model/pytorch-nested-unet
  3. github.com/4uiiurz1/pytorch-nested-unet https://github.com/4uiiurz1/pytorch-nested-unet
  4. paperswithcode.com/method/unet https://paperswithcode.com/method/unet
  5. paperswithcode.com/method/unetr https://paperswithcode.com/method/unetr
  6. huggingface.co/datasets/pwc-archive/methods https://huggingface.co/datasets/pwc-archive/methods
  7. arxiv.org/abs/1807.10165v1 http://arxiv.org/abs/1807.10165v1
  8. arxiv.org/html/1807.10165 https://arxiv.org/html/1807.10165

To cite this page: Project AURION, AI Use-Cases Research & Innovation, "UNet++", https://aurion.semai.id/models/unet-plus-plus/, records of October 2026.