Patrick Daniel
commited on
Commit
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c8ed2de
1
Parent(s):
ab226e5
Added class threshold
Browse files- .gitattributes +1 -0
- README.md +7 -22
- class_threshold_v1.0.json +1 -0
.gitattributes
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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20230216-soft-none/variables/variables.data-00000-of-00001 filter=lfs diff=lfs merge=lfs -text
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README.md
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language:
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- en
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---
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# phytoClassUCSC
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Sections and prompts from the [model cards paper](https://arxiv.org/abs/1810.03993), v2.
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Jump to section:
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## Model details
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Review section 4.1 of the [model cards paper](https://arxiv.org/abs/1810.03993).
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- Developed by the Kudela Lab from the Ocean Sciences Department at University of California, Santa Cruz.
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- Current version trained in February, 2023.
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- phytoClassUCSC is a depthwise- CNN based on the Xception architecture [Chollet, F., 2017](https://arxiv.org/abs/1610.02357) with 134 layers using weights pretrained on ImageNet.
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- An average pooling layer is used.
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- License
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- Email Patrick Daniel ([pcdaniel@ucsc.edu](pcdaniel@ucsc.edu)) for questions
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## Intended use
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### Primary intended uses
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Generalized phytoplankton classifier for common taxa found in the Monterey Bay.
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### Primary intended users
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## Ethical considerations
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surfacing ethical challenges and solutions to stakeholders. Ethical analysis does not always lead to
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precise solutions, but the process of ethical contemplation is worthwhile to inform on responsible
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practices and next steps in future work._
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Review section 4.8 of the [model cards paper](https://arxiv.org/abs/1810.03993).
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### Data
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### Human life
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### Mitigations
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### Risks and harms
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### Use cases
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## Caveats and recommendations
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language:
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- en
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---
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# phytoClassUCSC - A phytoplankton classifier for IFCB data
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Note: Sections and prompts from the [model cards paper](https://arxiv.org/abs/1810.03993), v2.
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Jump to section:
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## Model details
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- Developed by the Kudela Lab from the Ocean Sciences Department at University of California, Santa Cruz.
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- Current version trained in February, 2023.
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- Version 1.0
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- phytoClassUCSC is a depthwise- CNN based on the Xception architecture [Chollet, F., 2017](https://arxiv.org/abs/1610.02357) with 134 layers using weights pretrained on ImageNet.
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- An average pooling layer is used.
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- Licensed under CC-BY-SA-4.0
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- For Questions email Patrick Daniel ([pcdaniel@ucsc.edu](pcdaniel@ucsc.edu))
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## Intended use
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### Primary intended uses
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Generalized phytoplankton classifier for common taxa found in the Monterey Bay. This
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### Primary intended users
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## Ethical considerations
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None
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### Data
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### Use cases
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## Caveats and recommendations
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class_threshold_v1.0.json
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{"Akashiwo": 0.95, "Alexandrium_singlet": 0.49, "Amy_Gony_Protoc": 0.35, "Asterionellopsis": 0.56, "Boreadinium": 0.45, "Centric": 0.7, "Ceratium": 0.95, "Chaetoceros": 0.89, "Ciliates": 0.49, "Clusterflagellate": 0.55, "Cochlodinium": 0.48, "Corethron": 0.29, "Cryptophyte": 0.38, "Cyl_Nitz": 0.56, "Det_Cer_Lau": 0.52, "Dictyocha": 0.6, "Dinophysis": 0.92, "Ditylum": 0.27, "Entomoneis": 0.38, "Eucampia": 0.88, "FlagMix": 0.81, "Guin_Dact": 0.37, "Gymnodinium": 0.42, "Gyrodinium": 0.63, "Hemiaulus": 0.47, "Leptocylindrus": 0.62, "Licmophora": 0.57, "Lingulodinium": 0.56, "Mesodinium": 0.39, "NanoP_less10": 0.92, "Odontella": 0.51, "Pennate": 0.81, "Peridinium": 0.44, "Phaeocystis": 0.81, "Pleurosigma": 0.35, "Polykrikos": 0.79, "Prorocentrum": 0.92, "Protoperidinium": 0.73, "Pseudo-nitzschia": 0.62, "Pyramimonas": 0.4, "Rhiz_Prob": 0.47, "Scrip_Het": 0.71, "Skeletonema": 0.43, "Thalassionema": 0.62, "Thalassiosira": 0.36, "Tiarina": 0.44, "Tintinnid": 0.94, "Tontonia": 0.46, "Torodinium": 0.49, "Tropidoneis": 0.45, "Vicicitus": 0.41}
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