Datasets:
pull
#13
by
ranaalali
- opened
README.md
CHANGED
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@@ -25,26 +25,20 @@ configs:
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path: classification_test.csv
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- split: val
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path: classification_val.csv
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- config_name:
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data_files:
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- split: train
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path: identification_train.csv
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- split:
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path: identification_test_insp.csv
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- split:
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path: identification_test_lvsp.csv
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- split: manual_annotation_test
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path: identification_test_manual_annot.csv
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- split: val
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path: identification_val.csv
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- config_name: trait_segmentation
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data_files:
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- split: test
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path: segmentation_test.csv
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- split: val
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path: segmentation_val.csv
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---
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<!--
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@@ -56,7 +50,7 @@ Image with caption:
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# Dataset Card for Fish-Visual Trait Analysis (Fish-Vista)
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* Note that the '**</Use this dataset>**' 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](https://huggingface.co/datasets/imageomics/fish-vista#instructions-for-downloading-dataset-and-images).
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* See [Example Code to Use the Segmentation Dataset](https://huggingface.co/datasets/imageomics/fish-vista#example-code-to-use-the-segmentation-dataset)
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|:--|
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|**Figure 1.** A schematic representation of the different tasks in Fish-Vista Dataset. |
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@@ -96,8 +90,8 @@ python download_and_process_nd_images.py --save_dir Images
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```
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/dataset/
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segmentation_masks/
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images/
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seg_id_trait_map.json
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Images/
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chunk_1
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filename 1
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filename 1
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filename 2
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...
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@@ -141,16 +135,16 @@ python download_and_process_nd_images.py --save_dir Images
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<!-- Add information about each of these (task, number of images per split, etc.). Perhaps reformat as <task>_<split>.csv.
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-->
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* **Species Classification:** `classification_<split>.csv`
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* Approximately 48K images of 419 species for species classification tasks.
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* There are about 35K training, 7.6K test, and 5K validation images.
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* **Trait Identification:** `identification_<split>.csv`
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* 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](https://www.fishbase.se/)).
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* About 38K training, 8K `test_insp` (species in training set), 1.9K `test_lvsp` (species not in training), and 5.2K validation images.
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* 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).
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* **Trait Segmentation:** `segmentation_<split>.csv`
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* Pixel-level annotations of 9 different traits for 2,427 fish images.
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* About 1.7k training, 600 test and 120 validation images for the segmentation task
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* These are also used as manually annotated test set for Trait Identification.
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path: classification_test.csv
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- split: val
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path: classification_val.csv
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- config_name: species_trait_identification
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data_files:
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- split: train
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path: identification_train.csv
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- split: test_insp
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path: identification_test_insp.csv
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- split: test_lvsp
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path: identification_test_lvsp.csv
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- split: val
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path: identification_val.csv
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- config_name: trait_segmentation
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data_files:
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- "segmentation_data.csv"
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- "segmentation_masks/images/*.png"
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---
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<!--
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# Dataset Card for Fish-Visual Trait Analysis (Fish-Vista)
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* Note that the '**</Use this dataset>**' 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](https://huggingface.co/datasets/imageomics/fish-vista#instructions-for-downloading-dataset-and-images).
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* See [Example Code to Use the Segmentation Dataset])(https://huggingface.co/datasets/imageomics/fish-vista#example-code-to-use-the-segmentation-dataset)
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||
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|:--|
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|**Figure 1.** A schematic representation of the different tasks in Fish-Vista Dataset. |
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```
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/dataset/
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segmentation_masks/
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annotations/
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images/
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Images/
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chunk_1
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filename 1
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chunk_6
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filename 1
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filename 2
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...
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<!-- Add information about each of these (task, number of images per split, etc.). Perhaps reformat as <task>_<split>.csv.
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-->
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* **Species Classification (FV-419):** `classification_<split>.csv`
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* Approximately 48K images of 419 species for species classification tasks.
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* There are about 35K training, 7.6K test, and 5K validation images.
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* **Trait Identification (FV-682):** `identification_<split>.csv`
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* 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](https://www.fishbase.se/)).
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* About 38K training, 8K `test_insp` (species in training set), 1.9K `test_lvsp` (species not in training), and 5.2K validation images.
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* 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).
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* **Trait Segmentation (FV-1200):** `segmentation_<split>.csv`
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* Pixel-level annotations of 9 different traits for 2,427 fish images.
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* About 1.7k training, 600 test and 120 validation images for the segmentation task
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* These are also used as manually annotated test set for Trait Identification.
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