Update README.md

README.md

@@ -20,7 +20,7 @@ size_categories: 10K<n<100K
 <!-- Provide a quick summary of what the dataset is or can be used for. --> 
 
 ## Dataset Details
-This is a dataset containing annotated video frames of giraffes, Grevy's zebras, Persian onagers, and African Painted Dogs collected at The Wilds Conservation Center 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 COCO format. The dataset is designed to facilitate research in wildlife monitoring and conservation using autonomous drones.
+This is a dataset containing annotated video frames of giraffes, Grevy's zebras, Persian onagers, and African Painted Dogs collected at [The Wilds Conservation Center](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 COCO format. The dataset is designed to facilitate research in wildlife monitoring and conservation using autonomous drones.
 
 
 ### Dataset Description
@@ -44,7 +44,7 @@ The dataset consists of  frames. Each frame is accompanied by annotations in COC
 | `session_4` | 2024-07-31  | 4096 x 2160   | 506          | Grevy's Zebra     | Parrot Anafi   |
 | **Total Frames:** |     |               | **21,744**   |                   |                |
 
-This table shows the data collected at The Wilds Conservation Center in Ohio, USA, with session information, dates, frame counts, and primary species observed.
+This table shows the data collected at [The Wilds Conservation Center](https://www.thewilds.org/) in Ohio, USA, with session information, dates, frame counts, and primary species observed.
 
 The dataset is intended for use in training and evaluating computer vision models for animal detection and classification from drone imagery.
 
@@ -54,26 +54,28 @@ The dataset is intended for use in training and evaluating computer vision model
 ```​
 /dataset/
     <session_1>/
-        <classes.txt>
-        <video_id_20250311 1>.jpg
-         <video_id_20250311 1>.txt
-        <video_id_20250311 2>.jpg
+        classes.txt
+        <video_id>_000000.jpg
+        <video_id>_000000.txt
+        <video_id>_000001.jpg
         ...
-        <video_id_20250311 n>.jpg
-        <video_id_20250311 n>.txt
+        <video_id>_<frame_number>.jpg
+        <video_id>_<frame_number>.txt
     <session_2>/
-        <classes.txt>
-        <video_id_20250201 1>.jpg
-        <video_id_20250201 1>.txt
-        <video_id_20250201 2>.jpg
+        classes.txt
         ...
-        <video_id_20250201 n>.jpg
-        <video_id_20250201 n>.txt
-    metadata.csv
+    <session_3>/
+        classes.txt
+        ...
+    <session_4>/
+        classes.txt
+        ...
+         <video_id>_<frame_number>.jpg
+        <video_id>_<frame_number>.txt
 ```
 
 ### Data Instances
-All images are names <video_id>.jpg, each within a folder named for the date of the session. The annotations are in COCO format and are stored in a corresponding .txt file with the same name as the image.  
+All images are names <video_id>_<frame_number>.jpg, each within a folder named for the date of the session. The annotations are in COCO format and are stored in a corresponding .txt file with the same name as the image.  
 
 
 ### Data Fields
@@ -113,10 +115,10 @@ 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 Mini drone, while the Giraffe, Persian Onanger, and Grevy's Zebra missions were collected using a Parrot Anafi drone. The Grevy's zebras and giraffe missions were conducted autonomously using the WildWing system, 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 autonomously using the WildWing system, 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 videos were annotated manually using the Computer Vision Annotation Tool (CVAT) and the 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 COCO format, with bounding boxes indicating the presence of zebras in each frame.
+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 COCO format, with bounding boxes indicating the presence of zebras in each frame.
 
 <!-- #### Who are the source data producers?
 [More Information Needed] -->
@@ -134,7 +136,7 @@ Ex: We standardized the taxonomic labels provided by the various data sources to
 
 
 #### Annotation process
-CVAT and kabr-tools were used to annotate the video frames. The annotation process involved manually labeling the presence of animals in each frame, drawing bounding boxes around them, and converting the annotations to COCO format.
+[CVAT](https://www.cvat.ai/) and [kabr-tools](https://github.com/Imageomics/kabr-tools) were used to annotate the video frames. The annotation process involved manually labeling the presence of animals in each frame, drawing bounding boxes around them, and converting the annotations to COCO format.
 <!-- This section describes the annotation process such as annotation tools used, the amount of data annotated, annotation guidelines provided to the annotators, interannotator statistics, annotation validation, etc. -->
 
 #### Who are the annotators?
@@ -168,7 +170,7 @@ This section is meant to convey recommendations with respect to the bias, risk,
 
 ## Licensing Information
 
-This dataset (the compilation) has been marked as dedicated to the public domain by applying the [CC0 Public Domain Waiver](https://creativecommons.org/publicdomain/zero/1.0/). However, images may be licensed under different terms (as noted above).
+This dataset (the compilation) has been marked as dedicated to the public domain by applying the [CC0-1.0 Public Domain Waiver](https://creativecommons.org/publicdomain/zero/1.0/). However, images may be licensed under different terms (as noted above).
 
 
 ## Citation
@@ -219,7 +221,7 @@ This work was supported by the AI Institute for Intelligent Cyberinfrastructure
 <!-- [optional] If relevant, include terms and calculations in this section that can help readers understand the dataset or dataset card. -->
 
 ## More Information 
-The data was gathered at The Wilds Conservation Center with permission from The Wilds Science Committee to take field observations and fly drones in the pastures.
+The data was gathered at [The Wilds Conservation Center](https://www.thewilds.org/) with permission from The Wilds Science Committee to take field observations and fly drones in the pastures.
 
 <!-- [optional] Any other relevant information that doesn't fit elsewhere. -->