Added citation

README.md

@@ -104,10 +104,10 @@ configs:
       #   path:
       #   - metadata.csv
       #   - "group_23/*.png"
-      # - split: group_24
-      #   path:
-      #   - metadata.csv
-      #   - "group_24/*.png"
+      - split: group_24
+        path:
+        - metadata.csv
+        - "group_24/*.png"
       # - split: group_25
       #   path:
       #   - metadata.csv
@@ -122,9 +122,11 @@ The fish are partitioned into 25 groups, with 14 to 24 fish in each group. Each
 number of fish and distribution of species in each group were pseudo-randomly selected to mimic real-world scenarios. 
 
 Every group is partitioned into three subsets: *Set1*, *Set2*, and *All*. *Set1* and *Set2* contain half of the fish each, and none of the
-fish overlap or touch each other. *All* contains all the fish from the group, purposely placed in positions with high overlap. Every group directory contains 20 images for
-each set, where variation is introduced by changing the position and orientation of the fish. Exactly half of every set is with the fish on their one side, while the other
-half has the fish flipped. The following figures display some examples with overlaid annotations:
+fish overlap or touch each other. *All* contains all the fish from the group, purposely placed in positions with high overlap. Every group contains 20 images for
+each set, where variation is introduced by changing the position and orientation of the fish. Half the images of a set are with the fish on one side, while the other
+half has the fish flipped. This structure can be seen in the dataset viewer*. 
+
+The following figures display some examples with overlaid annotations:
 
 |          |          |
 |----------|----------|
@@ -156,7 +158,15 @@ dataset = datasets.load_dataset('vapaau/autofish', revision='script', trust_remo
 
 If you use this dataset for your work, please cite:
 ```yaml
-Citation coming soon
+@misc{bengtson2025autofishdatasetbenchmarkfinegrained,
+      title={AutoFish: Dataset and Benchmark for Fine-grained Analysis of Fish}, 
+      author={Stefan Hein Bengtson and Daniel Lehotský and Vasiliki Ismiroglou and Niels Madsen and Thomas B. Moeslund and Malte Pedersen},
+      year={2025},
+      eprint={2501.03767},
+      archivePrefix={arXiv},
+      primaryClass={cs.CV},
+      url={https://arxiv.org/abs/2501.03767}, 
+}
 ```
 
 ### Ethical Statement
@@ -164,4 +174,7 @@ Fish used in these experiments were caught and landed by fishermen following rel
 The Danish Ministry of Food, Agriculture and Fisheries of Denmark was contacted before fish collection to ensure compliance with legislation.
 The fish were dead at landing and only dead fish were included in this experiment.
 There is no conflict with the European Union (EU) directive on animal experimentation (article 3, 20.10.2010, Official Journal of the European Union L276/39) and Danish law (BEK nr 12, 07/01/2016).
-The laboratory facilities used at Aalborg University are approved according to relevant legislation. 
+The laboratory facilities used at Aalborg University are approved according to relevant legislation. 
+___
+
+*Due to size limitations we chose to display 2 random groups on the dataset viewer instead of the entire dataset.