metadata

license: cc-by-nc-nd-4.0
language:
  - en
tags:
  - histology
  - pathology
  - vision
  - pytorch
  - self-supervised
  - vit
extra_gated_prompt: >-
  This model and associated code are released under the CC-BY-NC-ND 4.0 license
  and may only be used for non-commercial, academic research purposes with
  proper attribution. Any commercial use, sale, or other monetization of the
  CONCHv_1_5 model and its derivatives, which include models trained on outputs
  from the CONCHv_1_5 model or datasets created from the UNI model, is
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  wishes to use the CONCHv_1_5 model, they must register as an individual user
  and agree to comply with the terms of use. Users may not attempt to
  re-identify the deidentified data used to develop the underlying model. If you
  are a commercial entity, please contact the corresponding author.
extra_gated_fields:
  Full name (first and last): text
  Current affiliation (no abbreviations): text
  Type of Affiliation:
    type: select
    options:
      - Academia
      - Industry
      - label: Other
        value: other
  Current and official institutional email (**this must match your primary email in your Hugging Face account, @gmail/@hotmail/@qq email domains will be denied**): text
  Please explain your intended research use: text
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  I agree not to distribute the model, if another user within your organization wishes to use the UNI model, they must register as an individual user: checkbox
metrics:
  - accuracy
pipeline_tag: image-feature-extraction
library_name: timm

Model Card for CONCHv_1_5

What is CONCHv_1_5?

CONCHv_1_5 is based on the CONCH model, a vision-language model pretrained on 1.17 image/captions in histopathology. CONCHv_1_5 is based on a Vision Transformer Large (ViT-L) model restored from the UNI checkpoint, and fine-tuned in a similar fashion as CONCH.

Requesting Access

As mentioned in the gated prompt, you must agree to the outlined terms of use, with the primary email for your HuggingFace account matching your institutional email. If your primary email is a personal email (@gmail/@hotmail/@qq) your request will be denied. To fix this, you can: (1) add your official institutional email to your HF account, and confirm your email address to verify, and (2) set your institutional email as your primary email in your HF account. Other reasons for your request access being denied include other mistakes in the form submitted, for example: full name includes abbreviations, affiliation is not spelled out, the described research use is not sufficient, or email domain address not recognized.

Model Description

Developed by: Mahmood Lab AI for Pathology @ Harvard/BWH
Model type: Vision backbone (ViT-L/16) trained using CoCa
Pretraining dataset: 1.17 image/caption pairs in histopathology
Repository: TBD
Paper: TBD
License: CC-BY-NC-ND-4.0

License and Terms of Use

This model and associated code are released under the CC-BY-NC-ND 4.0 license and may only be used for non-commercial, academic research purposes with proper attribution. Any commercial use, sale, or other monetization of the CONCHv_1_5 model and its derivatives, which include models trained on outputs from the CONCHv_1_5 model or datasets created from the CONCHv_1_5 model, is prohibited and requires prior approval. Downloading the model requires prior registration on Hugging Face and agreeing to the terms of use. By downloading this model, you agree not to distribute, publish or reproduce a copy of the model. If another user within your organization wishes to use the CONCH_v1_5 model, they must register as an individual user and agree to comply with the terms of use. Users may not attempt to re-identify the deidentified data used to develop the underlying model. If you are a commercial entity, please contact the corresponding author.

Contact

For any additional questions or comments, contact Faisal Mahmood ([email protected]), or Ming Y. Lu ([email protected]).