unet VS cellpose

Compare unet vs cellpose and see what are their differences.

unet

unet for image segmentation (by zhixuhao)

cellpose

a generalist algorithm for cellular segmentation with human-in-the-loop capabilities (by MouseLand)
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unet cellpose
1 1
4,445 1,181
- 4.0%
0.0 9.0
26 days ago 27 days ago
Jupyter Notebook Jupyter Notebook
MIT License BSD 3-clause "New" or "Revised" License
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.

unet

Posts with mentions or reviews of unet. We have used some of these posts to build our list of alternatives and similar projects.
  • U-net Returning Black Square As Prediction
    1 project | /r/MLQuestions | 7 Feb 2022
    Issue with the model architecture and what I’m trying to do with it? I’ve used the model from this GitHub project (https://github.com/zhixuhao/unet), as it seemed somewhat similar to what I was trying to do. I understand what is happening from layer to layer, but not the input/output parts. (I’ll put the code for it below)

cellpose

Posts with mentions or reviews of cellpose. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-04-06.

What are some alternatives?

When comparing unet and cellpose you can also consider the following projects:

Human-Segmentation-PyTorch - Human segmentation models, training/inference code, and trained weights, implemented in PyTorch

rankseg - [JMLR 2023] RankSEG: A consistent ranking-based framework for segmentation

segmentation_models - Segmentation models with pretrained backbones. Keras and TensorFlow Keras.

ETCI-2021-Competition-on-Flood-Detection - Experiments on Flood Segmentation on Sentinel-1 SAR Imagery with Cyclical Pseudo Labeling and Noisy Student Training

u-track - Multiple-particle tracking designed to (1) track dense particle fields, (2) close gaps in particle trajectories resulting from detection failure, and (3) capture particle merging and splitting events resulting from occlusion or genuine aggregation and dissociation events

drrmsan - DRRMSAN: Deep Residual Regularized Multi-Scale Attention Networks for segmentation of medical images. Machine Leaning 2 (DA330) Course Project, RKMVERI.

hashformers - Hashformers is a framework for hashtag segmentation with Transformers and Large Language Models (LLMs).

Deep-Learning-In-Production - Build, train, deploy, scale and maintain deep learning models. Understand ML infrastructure and MLOps using hands-on examples.

SipMask - SipMask: Spatial Information Preservation for Fast Image and Video Instance Segmentation (ECCV2020)

BCDU-Net - BCDU-Net : Medical Image Segmentation

segment-anything-with-clip - Segment Anything combined with CLIP