Some formatting fixes and data collection ref clarification

README.md

@@ -2,8 +2,9 @@
 license: cc0-1.0
 language:
 - en
-pretty_name: mmla_wilds
-task_categories: [image-classification]
+pretty_name: MMLA The Wilds
+task_categories:
+- image-classification
 tags:
 - biology
 - image
@@ -11,21 +12,28 @@ tags:
 - CV
 - drone
 - zebra
-- "African Painted Dog"
-- "Persian Onanger"
+- African Painted Dog
+- Persian Onanger
 - giraffe
 - Grevy's
 size_categories: 10K<n<100K
-description: "Annotated video frames of giraffes, Grevy's zebras, Persian onagers, and African Painted Dogs collected at The Wilds in Ohio. This dataset is intended for use in training and evaluating computer vision models for animal detection and classification from drone imagery. It includes frames from various sessions, with annotations indicating the presence of animals in the images in YOLO format, and is designed to facilitate research in wildlife monitoring and conservation using autonomous drones."
+description: >-
+  Annotated video frames of giraffes, Grevy's zebras, Persian onagers, and
+  African Painted Dogs collected at The Wilds in Ohio. This dataset is intended
+  for use in training and evaluating computer vision models for animal detection
+  and classification from drone imagery. It includes frames from various
+  sessions, with annotations indicating the presence of animals in the images in
+  YOLO format, and is designed to facilitate research in wildlife monitoring and
+  conservation using autonomous drones.
 configs:
-  - config_name: African-painted-dogs
-    data_files: session_1/*/*.jpg
-  - config_name: Persion-onangers
-    data_files: session_2/*/*.jpg
-  - config_name: Giraffes
-    data_files: session_3/*/*.jpg
-  - config_name: Grevys-zebras
-    data_files: session_4/*/*.jpg
+- config_name: African-painted-dogs
+  data_files: session_1/*/*.jpg
+- config_name: Persion-onangers
+  data_files: session_2/*/*.jpg
+- config_name: Giraffes
+  data_files: session_3/*/*.jpg
+- config_name: Grevys-zebras
+  data_files: session_4/*/*.jpg
 ---
 
 
@@ -34,7 +42,7 @@ configs:
 <!-- Provide a quick summary of what the dataset is or can be used for. --> 
 
 ## Dataset Details
-This dataset contains annotated video frames of giraffes, Grevy's zebras, Persian onagers, and African Painted Dogs, collected at [The Wilds](https://www.thewilds.org/) in Ohio. The dataset is intended for use in training and evaluating computer vision models for animal detection and classification from drone imagery. The dataset includes frames from various sessions, with annotations indicating the presence of animals in the images in YOLO format. The dataset is designed to facilitate research in wildlife monitoring and conservation using autonomous drones.
+This dataset contains annotated video frames of giraffes, Grevy's zebras, Persian onagers, and African Painted Dogs, collected at [The Wilds](https://www.thewilds.org/) in Ohio. The dataset is intended for use in training and evaluating computer vision models for animal detection and classification from drone imagery. It includes frames from various sessions, with annotations indicating the presence of animals in the images in YOLO format, and is designed to facilitate research in wildlife monitoring and conservation using autonomous drones.
 
 
 ### Dataset Description
@@ -70,7 +78,7 @@ See the [fine-tuned YOLO11m model](https://huggingface.co/imageomics/mmla) that
 ## Dataset Structure
 ```
 /dataset/
-    README.md
+    classes.txt
     session_1/
         partition_1/
             DJI_0034_000000.jpg
@@ -104,29 +112,30 @@ See the [fine-tuned YOLO11m model](https://huggingface.co/imageomics/mmla) that
         P0070007/
           P0070007_000000.jpg
           P0070007_000000.txt
-        ...
+          ...
         P0080008/
-        ...
+          ...
         P0090009/
-        ...
+          ...
         P0100010/
-        ...
+          ...
         P0110011/
-        ...
+          ...
         P0120012/
-        ...
+          ...
         P0160016/
-        ...
-        P0160016_000598.txt
-    session_4/P0070010
-        P0070010_000000.jpg
-        P0070010_000000.txt
-        ...
-        P0070010_000505.txt
+          ...
+          P0160016_000598.txt
+    session_4/
+        P0070010/
+          P0070010_000000.jpg
+          P0070010_000000.txt
+          ...
+          P0070010_000505.txt
 ```
 
 ### Data Instances
-All images are names <video_id>_<frame_number>.jpg, each within a folder named for the date of the session. The annotations are in YOLO format and are stored in a corresponding .txt file with the same name as the image.  
+All images are named `<video_id>_<frame_number>.jpg`, under the particular session and full video to which they belong; these can be matched to dates based on the table above. The annotations are in YOLO format and are stored in a corresponding `.txt` file with the same name as the image.  
 
 
 ### Data Fields
@@ -144,11 +153,9 @@ All images are names <video_id>_<frame_number>.jpg, each within a folder named f
   - `width`: Width of the bounding box (normalized to [0, 1])
   - `height`: Height of the bounding box (normalized to [0, 1])
 
-<!-- ### Data Splits
-[More Information Needed] -->
-<!--
-Give your train-test splits for benchmarking; could be as simple as "split is indicated by the `split` column in the metadata file: `train`, `val`, or `test`." Or perhaps this is just the training dataset and other datasets were used for testing (you may indicate which were used).
--->
+### Data Splits
+
+This dataset was used in conjunction with the other two [MMLA datasets](https://huggingface.co/collections/imageomics/mmla) for both training and testing the [MMLA YOLO model](https://huggingface.co/imageomics/mmla#training-details).
 
 ## Dataset Creation
 
@@ -169,7 +176,7 @@ The dataset was created to facilitate research in wildlife monitoring and conser
 This is what _you_ did to it following collection from the original source; it will be overall processing if you collected the data initially.
 -->
 
-The African Painted Dog missions were collected manually using a [DJI Mavic Mini drone](https://www.dji.com/support/product/mavic-mini), while the Giraffe, Persian Onanger, and Grevy's Zebra missions were collected using a [Parrot Anafi drone](https://www.parrot.com/us/drones/anafi). The Grevy's zebras and giraffe missions were conducted semi-autonomously using the [WildWing system](https://imageomics.github.io/wildwing/), while the Persian onager data was collected manually. The drones were flown over the Wilds Conservation Center in Ohio, capturing video footage of the animals in their natural habitat.
+The African Painted Dog missions were collected manually using a [DJI Mavic Mini drone](https://www.dji.com/support/product/mavic-mini), while the Giraffe, Persian Onanger, and Grevy's Zebra missions were collected using a [Parrot Anafi drone](https://www.parrot.com/us/drones/anafi). The Grevy's zebras and giraffe missions were conducted semi-autonomously using the [WildWing system](https://imageomics.github.io/wildwing/), while the Persian onager data was collected manually. The drones were flown over the [Wilds Conservation Center](https://www.thewilds.org/) in Ohio, capturing video footage of the animals in their natural habitat.
 
 
 The videos were annotated manually using the Computer Vision Annotation Tool ([CVAT](https://www.cvat.ai/)) and the [kabr-tools](https://github.com/Imageomics/kabr-tools) library. These detection annotations and original video files were then processed to extract individual frames, which were saved as JPEG images. The annotations were converted to YOLO format, with bounding boxes indicating the presence of zebras in each frame.
@@ -205,7 +212,7 @@ The dataset was cleaned to remove any personal or sensitive information.
 
 ## Licensing Information
 
-This dataset is dedicated to the public domain for the benefit of scientific pursuits. We ask that you cite the dataset and journal paper using the below citations if you make use of it in your research.
+This dataset is dedicated to the public domain (by applying the [CC0-1.0 Public Domain Waiver](https://creativecommons.org/publicdomain/zero/1.0/)) for the benefit of scientific pursuits. We ask that you cite the dataset and journal paper using the below citations if you make use of it in your research.
 
 ## Citation
 
@@ -241,7 +248,7 @@ This dataset is dedicated to the public domain for the benefit of scientific pur
 }
 ```
 
-If you use this dataset, please cite the [WildWing video dataset](https://huggingface.co/datasets/imageomics/wildwingdeployment) used to generate data for sessions 2-4.
+If you use this dataset, please also cite the [WildWing video dataset](https://huggingface.co/datasets/imageomics/wildwingdeployment) used to generate data for sessions 2-4.
 
 **Related Papers**
 ```