Update README.md

README.md

@@ -27,7 +27,7 @@ Fine-tuned on gold standard annotations and outputs from early experiments using
 
 - **Model type:** Image classification /feature backbone
 - **Finetuned from model:**  https://huggingface.co/timm/tf_efficientnet_b3.ns_jft_in1k
-- 
+
 ## Uses
 
 <!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
@@ -38,124 +38,44 @@ Fine-tuned on gold standard annotations and outputs from early experiments using
 
 {{ direct_use | default("[More Information Needed]", true)}}
 
-### Downstream Use [optional]
-
-<!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->
-
-{{ downstream_use | default("[More Information Needed]", true)}}
-
-### Out-of-Scope Use
-
-<!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
-
-{{ out_of_scope_use | default("[More Information Needed]", true)}}
-
 ## Bias, Risks, and Limitations
 
 <!-- This section is meant to convey both technical and sociotechnical limitations. -->
 
 {{ bias_risks_limitations | default("[More Information Needed]", true)}}
 
-### Recommendations
-
-<!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
-
-{{ bias_recommendations | default("Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.", true)}}
-
-## How to Get Started with the Model
-
-Use the code below to get started with the model.
-
-{{ get_started_code | default("[More Information Needed]", true)}}
-
-## Training Details
-
-### Training Data
-
-<!-- This should link to a Data Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. -->
-
-{{ training_data | default("[More Information Needed]", true)}}
-
-### Training Procedure 
-
-<!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->
-
-#### Preprocessing [optional]
-
-{{ preprocessing | default("[More Information Needed]", true)}}
-
-
-#### Training Hyperparameters
+## How to Get Started with the Model in MapReader
 
-- **Training regime:** {{ training_regime | default("[More Information Needed]", true)}} <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision -->
+Please go to [the MapReader documentation](https://mapreader.readthedocs.io/en/latest/User-guide/Classify.html) for instruction of how to use this model in MapReader.
 
-#### Speeds, Sizes, Times [optional]
+## Training, Evaluation and Testing Details
 
-<!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. -->
+### Training, Evaluation and Testing Data
 
-{{ speeds_sizes_times | default("[More Information Needed]", true)}}
+This model was fine-tuned on [this data](https://huggingface.co/datasets/Livingwithmachines/MapReader_Data_SIGSPATIAL_2022).
 
-## Evaluation
+### Training, Evaluation and Testing Procedure 
 
-<!-- This section describes the evaluation protocols and provides the results. -->
-
-### Testing Data, Factors & Metrics
-
-#### Testing Data
-
-<!-- This should link to a Data Card if possible. -->
-
-{{ testing_data | default("[More Information Needed]", true)}}
-
-#### Factors
-
-<!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. -->
-
-{{ testing_factors | default("[More Information Needed]", true)}}
-
-#### Metrics
-
-<!-- These are the evaluation metrics being used, ideally with a description of why. -->
-
-{{ testing_metrics | default("[More Information Needed]", true)}}
+Details can be found [here](https://dl.acm.org/doi/10.1145/3557919.3565812).
 
 ### Results
 
-{{ results | default("[More Information Needed]", true)}}
-
-#### Summary
-
-{{ results_summary | default("", true) }}
-
-## Model Examination [optional]
-
-<!-- Relevant interpretability work for the model goes here -->
-
-{{ model_examination | default("[More Information Needed]", true)}}
-
-## Citation [optional]
-
-<!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
-
-**BibTeX:**
-
-{{ citation_bibtex | default("[More Information Needed]", true)}}
-
-**APA:**
-
-{{ citation_apa | default("[More Information Needed]", true)}}
+Data outputs can be found [here](https://huggingface.co/datasets/Livingwithmachines/MapReader_Data_SIGSPATIAL_2022).
+Further details can be found [here](https://dl.acm.org/doi/10.1145/3557919.3565812).
 
-## More Information [optional]
+## More Information 
 
-{{ more_information | default("[More Information Needed]", true)}}
+This model was fine-tuned using MapReader.
+The code for which can be found [here](https://github.com/Living-with-machines/MapReader) and the documentation can be found [here](https://mapreader.readthedocs.io/en/latest/).
 
-## Model Card Authors [optional]
+## Model Card Authors 
 
-{{ model_card_authors | default("[More Information Needed]", true)}}
+Katie McDonough ([email protected])
+Rosie Wood ([email protected])
 
 ## Model Card Contact
 
-{{ model_card_contact | default("[More Information Needed]", true)}}
+Katie McDonough ([email protected])
 
 ## Funding Statement