fish-vista

.| Dataset Card for Fish-Visual Trait Analysis (Fish-Vista) Note that the '** **' option will only load the CSV files. To download the entire dataset, including all processed images and segmentation annotations, refer to Instructions for downloading dataset and images. See Example Code to Use the Segmentation Dataset | | |:--| |**Figure 1.** A schematic representation of the different tasks in Fish-Vista Dataset. | Instructions for downloading dataset and images Install Git LFS Git clone the fish-vista repository Run the following commands in a **terminal**: Run the following commands to move all chunked images to a single directory: You should now have all the images in the *Images* directory Install requirements.txt Run the following commands to download and process copyrighted images This will download and process the CC-BY-ND images that we do not provide in the *Images* folder Dataset Structure Data Instances _ .csv. **Species Classification:** `classification_ .csv` Approximately 48K images of 419 species for species classification tasks. There are about 35K training, 7.6K test, and 5K validation images. **Trait Identification:** `identification_ .csv` Approximately 53K images of 682 species for trait identification based on _species-level trait labels_ (i.e., presence/absence of traits based on trait labels for the species from information provided by Phenoscape and FishBase). About 38K training, 8K `test_insp` (species in training set), 1.9K `test_lvsp` (species not in training), and 5.2K validation images. Train, test, and validation splits are generated based on traits, so there are 628 species in train, 450 species in `test_insp`, 51 species in `test_lvsp`, and 451 in the validation set (3 species only in val). **Trait Segmentation:** `segmentation_ .csv` Pixel-level annotations of 9 different traits for 2,427 fish images. About 1.7k training, 600 test and 120 validation images for the segmentation task These are also used as manually annotated test set f