Datasets:
metadata
dataset_info:
- config_name: 0_all
features:
- name: image
dtype: image
- name: width
dtype: int64
- name: height
dtype: int64
- name: n_cows
dtype: int64
- name: annotations
sequence:
- name: id
dtype: int64
- name: image_id
dtype: int64
- name: category_id
dtype: int64
- name: iscrowd
dtype: int64
- name: area
dtype: float64
- name: bbox
sequence: float64
length: 4
- name: segmentation
sequence:
sequence: int64
- name: image_id
dtype: int64
- name: filename
dtype: string
splits:
- name: train
num_bytes: 130320762
num_examples: 904
- name: test
num_bytes: 13928675
num_examples: 100
download_size: 143829012
dataset_size: 144249437
- config_name: 1_top
features:
- name: image
dtype: image
- name: width
dtype: int64
- name: height
dtype: int64
- name: n_cows
dtype: int64
- name: annotations
sequence:
- name: id
dtype: int64
- name: image_id
dtype: int64
- name: category_id
dtype: int64
- name: iscrowd
dtype: int64
- name: area
dtype: float64
- name: bbox
sequence: float64
length: 4
- name: segmentation
sequence:
sequence: int64
- name: image_id
dtype: int64
- name: filename
dtype: string
splits:
- name: daylight
num_bytes: 53998347
num_examples: 296
- name: indoorlight
num_bytes: 23086697
num_examples: 118
- name: infrared
num_bytes: 11752283
num_examples: 90
- name: train
num_bytes: 80432409
num_examples: 454
- name: test
num_bytes: 8404918
num_examples: 50
download_size: 177400440
dataset_size: 177674654
- config_name: 2_side
features:
- name: image
dtype: image
- name: width
dtype: int64
- name: height
dtype: int64
- name: n_cows
dtype: int64
- name: annotations
sequence:
- name: id
dtype: int64
- name: image_id
dtype: int64
- name: category_id
dtype: int64
- name: iscrowd
dtype: int64
- name: area
dtype: float64
- name: bbox
sequence: float64
length: 4
- name: segmentation
sequence:
sequence: int64
- name: image_id
dtype: int64
- name: filename
dtype: string
splits:
- name: daylight
num_bytes: 36621130
num_examples: 290
- name: indoorlight
num_bytes: 14910133
num_examples: 113
- name: infrared
num_bytes: 3880850
num_examples: 97
- name: train
num_bytes: 49888354
num_examples: 450
- name: test
num_bytes: 5523758
num_examples: 50
download_size: 110254324
dataset_size: 110824225
- config_name: 3_external
features:
- name: image
dtype: image
- name: width
dtype: int64
- name: height
dtype: int64
- name: n_cows
dtype: int64
- name: annotations
sequence:
- name: id
dtype: int64
- name: image_id
dtype: int64
- name: category_id
dtype: int64
- name: iscrowd
dtype: int64
- name: area
dtype: float64
- name: bbox
sequence: float64
length: 4
- name: segmentation
sequence:
sequence: int64
- name: image_id
dtype: int64
- name: filename
dtype: string
splits:
- name: train
num_bytes: 30382759
num_examples: 200
- name: test
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num_examples: 50
download_size: 37623678
dataset_size: 37813533
- config_name: a1_t2s
features:
- name: image
dtype: image
- name: width
dtype: int64
- name: height
dtype: int64
- name: n_cows
dtype: int64
- name: annotations
sequence:
- name: id
dtype: int64
- name: image_id
dtype: int64
- name: category_id
dtype: int64
- name: iscrowd
dtype: int64
- name: area
dtype: float64
- name: bbox
sequence: float64
length: 4
- name: segmentation
sequence:
sequence: int64
- name: image_id
dtype: int64
- name: filename
dtype: string
splits:
- name: train
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num_examples: 504
- name: test
num_bytes: 5523758
num_examples: 50
download_size: 94192043
dataset_size: 94361084
- config_name: a2_s2t
features:
- name: image
dtype: image
- name: width
dtype: int64
- name: height
dtype: int64
- name: n_cows
dtype: int64
- name: annotations
sequence:
- name: id
dtype: int64
- name: image_id
dtype: int64
- name: category_id
dtype: int64
- name: iscrowd
dtype: int64
- name: area
dtype: float64
- name: bbox
sequence: float64
length: 4
- name: segmentation
sequence:
sequence: int64
- name: image_id
dtype: int64
- name: filename
dtype: string
splits:
- name: train
num_bytes: 55412111
num_examples: 500
- name: test
num_bytes: 8404918
num_examples: 50
download_size: 63528042
dataset_size: 63817029
- config_name: b_light
features:
- name: image
dtype: image
- name: width
dtype: int64
- name: height
dtype: int64
- name: n_cows
dtype: int64
- name: annotations
sequence:
- name: id
dtype: int64
- name: image_id
dtype: int64
- name: category_id
dtype: int64
- name: iscrowd
dtype: int64
- name: area
dtype: float64
- name: bbox
sequence: float64
length: 4
- name: segmentation
sequence:
sequence: int64
- name: image_id
dtype: int64
- name: filename
dtype: string
splits:
- name: train
num_bytes: 76120383
num_examples: 500
- name: test
num_bytes: 6280763
num_examples: 50
download_size: 82127375
dataset_size: 82401146
- config_name: c_external
features:
- name: image
dtype: image
- name: width
dtype: int64
- name: height
dtype: int64
- name: n_cows
dtype: int64
- name: annotations
sequence:
- name: id
dtype: int64
- name: image_id
dtype: int64
- name: category_id
dtype: int64
- name: iscrowd
dtype: int64
- name: area
dtype: float64
- name: bbox
sequence: float64
length: 4
- name: segmentation
sequence:
sequence: int64
- name: image_id
dtype: int64
- name: filename
dtype: string
splits:
- name: train
num_bytes: 144104201.292
num_examples: 1004
- name: test
num_bytes: 7430774
num_examples: 50
download_size: 151218220
dataset_size: 151534975.292
configs:
- config_name: 0_all
data_files:
- split: train
path: 0_all/train-*
- split: test
path: 0_all/test-*
- config_name: 1_top
data_files:
- split: daylight
path: 1_top/daylight-*
- split: indoorlight
path: 1_top/indoorlight-*
- split: infrared
path: 1_top/infrared-*
- split: train
path: 1_top/train-*
- split: test
path: 1_top/test-*
- config_name: 2_side
data_files:
- split: daylight
path: 2_side/daylight-*
- split: indoorlight
path: 2_side/indoorlight-*
- split: infrared
path: 2_side/infrared-*
- split: train
path: 2_side/train-*
- split: test
path: 2_side/test-*
- config_name: 3_external
data_files:
- split: train
path: 3_external/train-*
- split: test
path: 3_external/test-*
- config_name: a1_t2s
data_files:
- split: train
path: a1_t2s/train-*
- split: test
path: a1_t2s/test-*
- config_name: a2_s2t
data_files:
- split: train
path: a2_s2t/train-*
- split: test
path: a2_s2t/test-*
- config_name: b_light
data_files:
- split: train
path: b_light/train-*
- split: test
path: b_light/test-*
- config_name: c_external
data_files:
- split: train
path: c_external/train-*
- split: test
path: c_external/test-*
license: mit
task_categories:
- object-detection
tags:
- biology
pretty_name: COLO
size_categories:
- 1K<n<10K
COw LOcalization (COLO) Dataset
Download the Dataset
To download the dataset, you need to have the required Python dependencies installed. You can install them using either of the following commands:
python -m pip install pyniche
or
pip install pyniche
Once the dependencies are installed, use the Python console to provide the download destination folder in the root parameter and specify the export data format in the format parameter:
from pyniche.data.download import COLO
# Example: Download COLO in the YOLO format
COLO(
root="download/yolo", # Destination folder
format="yolo", # Data format
)
# Example: Download COLO in the COCO format
COLO(
root="download/coco", # Destination folder
format="coco", # Data format
)