Update README.md

README.md

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 # DF2K_BHI SISR Dataset
 
-This is a filtered version of the DF2K dataset, specifically aimed for single image super-resolution model training.
-Is is a result, or is one of the testing sets, for my huggingface blogpost on my BHI-Filtering method.
+This is a filtered version of the DF2K dataset, specifically aimed for single image super-resolution model training.  
+It is a result, or is one of the testing sets, for [my huggingface community blog post on my BHI-Filtering method](https://huggingface.co/blog/Phips/bhi-filtering).
 
-Wait a minute, is this IC9600 threshold 0.5 or 0.4?
-
-<!-- Provide a quick summary of the dataset. -->
-
-This dataset card aims to be a base template for new datasets. It has been generated using [this raw template](https://github.com/huggingface/huggingface_hub/blob/main/src/huggingface_hub/templates/datasetcard_template.md?plain=1).
+[TODO CHECK IF THIS IS IC>=0.4 or IC>= 0.5; it is 6'620 tiles currently]
 
 ## Dataset Details
 
-### Dataset Description
-
-<!-- Provide a longer summary of what this dataset is. -->
-
-
-
-- **Curated by:** [More Information Needed]
-- **Funded by [optional]:** [More Information Needed]
-- **Shared by [optional]:** [More Information Needed]
-- **Language(s) (NLP):** [More Information Needed]
-- **License:** [More Information Needed]
-
-### Dataset Sources [optional]
-
-<!-- Provide the basic links for the dataset. -->
-
-- **Repository:** [More Information Needed]
-- **Paper [optional]:** [More Information Needed]
-- **Demo [optional]:** [More Information Needed]
-
-## Uses
-
-<!-- Address questions around how the dataset is intended to be used. -->
-
-### Direct Use
-
-<!-- This section describes suitable use cases for the dataset. -->
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-[More Information Needed]
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-### Out-of-Scope Use
-
-<!-- This section addresses misuse, malicious use, and uses that the dataset will not work well for. -->
-
-[More Information Needed]
-
-## Dataset Structure
-
-<!-- This section provides a description of the dataset fields, and additional information about the dataset structure such as criteria used to create the splits, relationships between data points, etc. -->
-
-[More Information Needed]
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-## Dataset Creation
-
-### Curation Rationale
-
-<!-- Motivation for the creation of this dataset. -->
-
-[More Information Needed]
-
-### Source Data
-
-<!-- This section describes the source data (e.g. news text and headlines, social media posts, translated sentences, ...). -->
-
-#### Data Collection and Processing
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-<!-- This section describes the data collection and processing process such as data selection criteria, filtering and normalization methods, tools and libraries used, etc. -->
-
-[More Information Needed]
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-#### Who are the source data producers?
-
-<!-- This section describes the people or systems who originally created the data. It should also include self-reported demographic or identity information for the source data creators if this information is available. -->
-
-[More Information Needed]
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-### Annotations [optional]
-
-<!-- If the dataset contains annotations which are not part of the initial data collection, use this section to describe them. -->
-
-#### Annotation process
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-<!-- This section describes the annotation process such as annotation tools used in the process, the amount of data annotated, annotation guidelines provided to the annotators, interannotator statistics, annotation validation, etc. -->
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-[More Information Needed]
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-#### Who are the annotators?
-
-<!-- This section describes the people or systems who created the annotations. -->
-
-[More Information Needed]
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-#### Personal and Sensitive Information
-
-<!-- State whether the dataset contains data that might be considered personal, sensitive, or private (e.g., data that reveals addresses, uniquely identifiable names or aliases, racial or ethnic origins, sexual orientations, religious beliefs, political opinions, financial or health data, etc.). If efforts were made to anonymize the data, describe the anonymization process. -->
-
-[More Information Needed]
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-## Bias, Risks, and Limitations
-
-<!-- This section is meant to convey both technical and sociotechnical limitations. -->
-
-[More Information Needed]
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-### Recommendations
-
-<!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
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-Users should be made aware of the risks, biases and limitations of the dataset. More information needed for further recommendations.
-
-## Citation [optional]
-
-<!-- If there is a paper or blog post introducing the dataset, the APA and Bibtex information for that should go in this section. -->
-
-**BibTeX:**
+This is based on the DF2K dataset, which consists of X images.
 
-[More Information Needed]
+These images then have been tiled into X 512x512px tiles for faster sisr I/O training speed.
 
-**APA:**
+The BHI filtering has been applied with the following default threshold values:
 
-[More Information Needed]
+Blockiness < 30  
+HyperIQA >= 0.2  
+IC9600 >= 0.4  
 
-## Glossary [optional]
+Which results in this DF2K_BHI dataset with X 512x512 training tiles.
 
-<!-- If relevant, include terms and calculations in this section that can help readers understand the dataset or dataset card. -->
+## Visualization
 
-[More Information Needed]
+Here is a visual example of the first few tiles that are in the dataset:
 
-## More Information [optional]
 
-[More Information Needed]
+[TODO PUT AN IMAGE HERE THAT SHOWS SOME TILES OF THE DATASET]
 
-## Dataset Card Authors [optional]
+## Training
 
-[More Information Needed]
+Here is the training validation metrics on the DIV2K validation dataset, using the plksr_tiny architecture option, in comparison to the tiled full DF2K dataset:
 
-## Dataset Card Contact
+Tiled DF2K dataset (here called X): X tiles
+DF2K_BHI dataset: X tiles
 
-[More Information Needed]
+[TODO PUT IMAGES HERE OF TENSORBOARD METRICS OF ONLY TILED DF2K AND DF2K_BHI]