Files changed (1) hide show
  1. README.md +12 -28
README.md CHANGED
@@ -11,17 +11,7 @@ tags:
11
  - image
12
  - animals
13
  - CV
14
- - specimen
15
- - imbalanced
16
- - interpretability
17
- - evolution
18
- - museum-images
19
  pretty_name: Fish-Vista
20
- description: >-
21
- Fish images for species classification, trait identification, and trait
22
- segmentation. An imbalanced specimen image dataset designed for biological and
23
- evolutionary trait discovery, model interpretability, and weakly supervised
24
- semantic segmentation.
25
  size_categories:
26
  - 10K<n<100K
27
  language:
@@ -35,26 +25,20 @@ configs:
35
  path: classification_test.csv
36
  - split: val
37
  path: classification_val.csv
38
- - config_name: trait_identification
39
  data_files:
40
  - split: train
41
  path: identification_train.csv
42
- - split: in_species_test
43
  path: identification_test_insp.csv
44
- - split: leave_out_species_test
45
  path: identification_test_lvsp.csv
46
- - split: manual_annotation_test
47
- path: identification_test_manual_annot.csv
48
  - split: val
49
  path: identification_val.csv
50
  - config_name: trait_segmentation
51
  data_files:
52
- - split: train
53
- path: segmentation_train.csv
54
- - split: test
55
- path: segmentation_test.csv
56
- - split: val
57
- path: segmentation_val.csv
58
  ---
59
 
60
  <!--
@@ -66,7 +50,7 @@ Image with caption:
66
 
67
  # Dataset Card for Fish-Visual Trait Analysis (Fish-Vista)
68
  * 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).
69
- * See [Example Code to Use the Segmentation Dataset](https://huggingface.co/datasets/imageomics/fish-vista#example-code-to-use-the-segmentation-dataset)
70
  |![Figure 1](https://huggingface.co/datasets/imageomics/fish-vista/resolve/main/metadata/figures/FishVista.png)|
71
  |:--|
72
  |**Figure 1.** A schematic representation of the different tasks in Fish-Vista Dataset. |
@@ -106,8 +90,8 @@ python download_and_process_nd_images.py --save_dir Images
106
  ```
107
  /dataset/
108
  segmentation_masks/
 
109
  images/
110
- seg_id_trait_map.json
111
  Images/
112
  chunk_1
113
  filename 1
@@ -122,7 +106,7 @@ python download_and_process_nd_images.py --save_dir Images
122
  .
123
  .
124
  .
125
- chunk_7
126
  filename 1
127
  filename 2
128
  ...
@@ -151,16 +135,16 @@ python download_and_process_nd_images.py --save_dir Images
151
  <!-- Add information about each of these (task, number of images per split, etc.). Perhaps reformat as <task>_<split>.csv.
152
  -->
153
 
154
- * **Species Classification:** `classification_<split>.csv`
155
  * Approximately 48K images of 419 species for species classification tasks.
156
  * There are about 35K training, 7.6K test, and 5K validation images.
157
 
158
- * **Trait Identification:** `identification_<split>.csv`
159
  * 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/)).
160
  * About 38K training, 8K `test_insp` (species in training set), 1.9K `test_lvsp` (species not in training), and 5.2K validation images.
161
  * 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).
162
 
163
- * **Trait Segmentation:** `segmentation_<split>.csv`
164
  * Pixel-level annotations of 9 different traits for 2,427 fish images.
165
  * About 1.7k training, 600 test and 120 validation images for the segmentation task
166
  * These are also used as manually annotated test set for Trait Identification.
@@ -460,4 +444,4 @@ Kazi Sajeed Mehrab and Elizabeth G. Campolongo
460
 
461
  <!--[More Information Needed--optional]
462
  Could include who to contact with questions, but this is also what the "Discussions" tab is for. -->
463
- ksmehrab@vt.edu
 
11
  - image
12
  - animals
13
  - CV
 
 
 
 
 
14
  pretty_name: Fish-Vista
 
 
 
 
 
15
  size_categories:
16
  - 10K<n<100K
17
  language:
 
25
  path: classification_test.csv
26
  - split: val
27
  path: classification_val.csv
28
+ - config_name: species_trait_identification
29
  data_files:
30
  - split: train
31
  path: identification_train.csv
32
+ - split: test_insp
33
  path: identification_test_insp.csv
34
+ - split: test_lvsp
35
  path: identification_test_lvsp.csv
 
 
36
  - split: val
37
  path: identification_val.csv
38
  - config_name: trait_segmentation
39
  data_files:
40
+ - "segmentation_data.csv"
41
+ - "segmentation_masks/images/*.png"
 
 
 
 
42
  ---
43
 
44
  <!--
 
50
 
51
  # Dataset Card for Fish-Visual Trait Analysis (Fish-Vista)
52
  * 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).
53
+ * See [Example Code to Use the Segmentation Dataset])(https://huggingface.co/datasets/imageomics/fish-vista#example-code-to-use-the-segmentation-dataset)
54
  |![Figure 1](https://huggingface.co/datasets/imageomics/fish-vista/resolve/main/metadata/figures/FishVista.png)|
55
  |:--|
56
  |**Figure 1.** A schematic representation of the different tasks in Fish-Vista Dataset. |
 
90
  ```
91
  /dataset/
92
  segmentation_masks/
93
+ annotations/
94
  images/
 
95
  Images/
96
  chunk_1
97
  filename 1
 
106
  .
107
  .
108
  .
109
+ chunk_6
110
  filename 1
111
  filename 2
112
  ...
 
135
  <!-- Add information about each of these (task, number of images per split, etc.). Perhaps reformat as <task>_<split>.csv.
136
  -->
137
 
138
+ * **Species Classification (FV-419):** `classification_<split>.csv`
139
  * Approximately 48K images of 419 species for species classification tasks.
140
  * There are about 35K training, 7.6K test, and 5K validation images.
141
 
142
+ * **Trait Identification (FV-682):** `identification_<split>.csv`
143
  * 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/)).
144
  * About 38K training, 8K `test_insp` (species in training set), 1.9K `test_lvsp` (species not in training), and 5.2K validation images.
145
  * 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).
146
 
147
+ * **Trait Segmentation (FV-1200):** `segmentation_<split>.csv`
148
  * Pixel-level annotations of 9 different traits for 2,427 fish images.
149
  * About 1.7k training, 600 test and 120 validation images for the segmentation task
150
  * These are also used as manually annotated test set for Trait Identification.
 
444
 
445
  <!--[More Information Needed--optional]
446
  Could include who to contact with questions, but this is also what the "Discussions" tab is for. -->
447
+ ksmehrab@vt.edu