Update README.md

README.md

@@ -33,9 +33,6 @@ size_categories:
 [CrypticBio](https://georgianagmanolache.github.io/crypticbio/) comprises metadata including species scientific and multicultural vernacular terminology, image URL, taxonomic hierarchy, spatiotemporal context, and corresponding visually confusing species group. 
 
 ## CrypticBio Dataset
-`BioTrove` comprises over `161.9M` images across several taxonomic groups- including Reptilia (reptiles), Plantae (plants), Mollusca (mollusks), Mammalia (mammals), Insecta (insects), Fungi (fungi), Aves (birds), Arachnida (arachnids), Animalia (animals), Amphibia (amphibians), and Actinopterygii (ray-finned fish).  
-These taxonomic groups were chosen to represent the span of species — outside of charismatic megafauna. The images in BioTrove span `366.6K`species. 
-Overall, this dataset nearly matches the state-of-the-art curated dataset (TREEOFLIFE-10M) in terms of species diversity, while comfortably exceeding it in terms of scale by a factor of nearly 16.2 times.
 
 ## New Benchmark Datasets
 We created three new benchmark datasets for fine-grained image classification. In addition, we provide a new benchmark dataset for species recognition across various developmental Life-stages.
@@ -54,13 +51,6 @@ We also propose a cryptic species subset of invasive alien species (IAS) accordi
 
 ## Dataset Information
 
-- **Full Taxa Information**: Detailed metadata, including taxonomic hierarchy and image URLs.
-- **Comprehensive Metadata**: Enables filtering, visualization, and effective management of data imbalance.
-- **Software Tools**: Collection of tools for easy dataset access, download, and manipulation.
-- **Balanced Species Distribution**: Up to 500 species per category with 50 images per species.
-- **Unseen Species Benchmark**: Includes species with fewer than 30 instances to evaluate generalization capability.
-- **Life Stages Dataset**: Focuses on insects across various developmental stages.
-
 ### Directory
 ```plaintext
 main/
@@ -72,17 +62,15 @@ main/
 │   ├── .
 │   ├── .
 │   └── part_626.parquet
-├── BioTrove-benchmark/
-│   ├── CrypticBio-Balanced.csv
-│   ├── CrypticBio-Balanced.parquet
-│   ├── CrypticBio-Lifestages.csv
-│   ├── CrypticBio-Lifestages.parquet
-│   └──BioTrove-Unseen.parquet
+├── CrypticBio-benchmark/
+│   ├── CrypticBio-Common.csv
+│   ├── CrypticBio-CommonUnseen.csv
+│   ├── CrypticBio-Endangered.csv
+│   └── CrypticBio-Invasive.csv
 ├──README.md
 └──.gitignore
 ```
 
 ### Acknowledgements
 
-
 The data and the code are publicly available at [georgianagmanolache.github.io/crypticbio](https://georgianagmanolache.github.io/crypticbio/)