Livingwithmachines
/

mr_resnest101e_timm_no_pretrain_railspace_and_building

@@ -29,132 +29,44 @@ Trained on gold standard annotations and outputs from early experiments using Ma
 ## 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. -->
-### Direct Use
-<!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
-{{ 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
-- **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 -->
-#### Speeds, Sizes, Times [optional]
-<!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. -->
-{{ speeds_sizes_times | default("[More Information Needed]", true)}}
-## Evaluation
-<!-- 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)}}
 ### 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)}}
-## More Information [optional]
-{{ more_information | default("[More Information Needed]", true)}}
-## Model Card Authors [optional]
-{{ model_card_authors | default("[More Information Needed]", true)}}
 ## Model Card Contact
-{{ model_card_contact | default("[More Information Needed]", true)}}
 ## Funding Statement

 ## Uses
+This fine-tuned version of the model is an output of the MapReader pipeline. It was used to classify 'patch' images (cells/regions) of scanned nineteenth-century series maps of Britain provided by the National Library of Scotland (learn more [here](https://maps.nls.uk/os/)). We classified patches to indicate the presence of buildings and railway infrastructure. See [our paper](https://dl.acm.org/doi/10.1145/3557919.3565812) for more details about labels.
+## How to Get Started with the Model in MapReader
+Please go to [the MapReader documentation](https://mapreader.readthedocs.io/en/latest/User-guide/Classify.html) for instructions on how to use this model in MapReader.
+## Training, Evaluation and Testing Details
+### Training, Evaluation and Testing Data
+This model was fine-tuned on [manually-annotated data](https://huggingface.co/datasets/Livingwithmachines/MapReader_Data_SIGSPATIAL_2022).
+### Training, Evaluation and Testing Procedure
+Details can be found [here](https://dl.acm.org/doi/10.1145/3557919.3565812).
+Open access version of the article available [here](https://arxiv.org/abs/2111.15592).
 ### Results
+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
+This model was fine-tuned using MapReader.
+The code for MapReader 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
+- Katie McDonough ([email protected])
+- Rosie Wood ([email protected])
 ## Model Card Contact
+Katie McDonough ([email protected])
 ## Funding Statement