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Patrick Daniel commited on
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Added class threshold

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  1. .gitattributes +1 -0
  2. README.md +7 -22
  3. class_threshold_v1.0.json +1 -0
.gitattributes CHANGED
@@ -34,3 +34,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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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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  *.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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+ .DS_Store
README.md CHANGED
@@ -3,9 +3,9 @@ license: cc-by-sa-4.0
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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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@@ -21,17 +21,13 @@ 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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-
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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-SoftNone02162023
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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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- - Paper or other resource for more information
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- - Citation details
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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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@@ -43,7 +39,7 @@ Review section 4.2 of the [model cards paper](https://arxiv.org/abs/1810.03993).
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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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@@ -111,21 +107,10 @@ Review section 4.7 of the [model cards paper](https://arxiv.org/abs/1810.03993).
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  ## Ethical considerations
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- _This section is intended to demonstrate the ethical considerations that went into model development,
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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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-
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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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-
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- ### Mitigations
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-
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- ### Risks and harms
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-
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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
class_threshold_v1.0.json ADDED
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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}