observation id
stringclasses
48 values
segmentation
imagewidth (px)
512
512
bbox
imagewidth (px)
512
512
label
stringclasses
4 values
area
stringlengths
6
10
image shape
stringclasses
1 value
S0305830701_M
central-ring
1047.510
(512, 512)
S0305830701_M
star-loop
1444.944
(512, 512)
S0677660101_L
star-loop
1540.560
(512, 512)
S0677660101_L
central-ring
1158.360
(512, 512)
S0677660101_L
smoke-ring
264.480
(512, 512)
S0677660101_L
smoke-ring
252.560
(512, 512)
S0677660101_L
read-out-streak
2512.761
(512, 512)
S0790180301_V
star-loop
4543.760
(512, 512)
S0790180301_V
star-loop
2053.560
(512, 512)
S0790180301_V
star-loop
1906.560
(512, 512)
S0790180301_V
smoke-ring
264.960
(512, 512)
S0790180301_V
star-loop
8122.500
(512, 512)
S0790180301_V
star-loop
2880.000
(512, 512)
S0790180301_V
star-loop
6501.626
(512, 512)
S0790180301_V
smoke-ring
156.000
(512, 512)
S0790180301_V
read-out-streak
2136.578
(512, 512)
S0790180301_V
read-out-streak
1517.022
(512, 512)
S0790180301_V
read-out-streak
310.506
(512, 512)
S0790180301_V
read-out-streak
386.368
(512, 512)
S0651790101_M
star-loop
1581.710
(512, 512)
S0124710301_L
star-loop
11707.876
(512, 512)
S0124710301_L
smoke-ring
221.760
(512, 512)
S0124710301_L
central-ring
1288.560
(512, 512)
S0124710301_L
star-loop
2637.960
(512, 512)
S0124710301_L
star-loop
5827.360
(512, 512)
S0124710301_L
read-out-streak
379.597
(512, 512)
S0124710301_L
read-out-streak
1581.262
(512, 512)
S0510181701_L
central-ring
1080.160
(512, 512)
S0510181701_L
smoke-ring
206.360
(512, 512)
S0510181701_L
smoke-ring
207.360
(512, 512)
S0510181701_L
read-out-streak
1131.529
(512, 512)
S0510181701_L
read-out-streak
496.014
(512, 512)
S0763910501_L
central-ring
868.000
(512, 512)
S0763910501_L
smoke-ring
191.472
(512, 512)
S0763910501_L
read-out-streak
452.770
(512, 512)
S0763910501_L
read-out-streak
1272.128
(512, 512)
S0763910501_L
star-loop
2662.295
(512, 512)
S0741960101_L
smoke-ring
166.095
(512, 512)
S0741960101_L
read-out-streak
1827.288
(512, 512)
S0677180601_L
central-ring
1146.960
(512, 512)
S0677180601_L
star-loop
891.760
(512, 512)
S0677180601_L
smoke-ring
196.411
(512, 512)
S0652010201_U
central-ring
749.760
(512, 512)
S0652010201_U
smoke-ring
221.760
(512, 512)
S0652010201_U
smoke-ring
192.960
(512, 512)
S0652010201_U
smoke-ring
236.160
(512, 512)
S0652010201_U
smoke-ring
192.960
(512, 512)
S0652010201_U
smoke-ring
184.795
(512, 512)
S0652010201_U
read-out-streak
1281.014
(512, 512)
S0652010201_U
read-out-streak
754.929
(512, 512)
S0652010201_U
read-out-streak
255.101
(512, 512)
S0652010201_U
read-out-streak
2000.279
(512, 512)
S0652010201_U
read-out-streak
1052.937
(512, 512)
S0862430101_U
central-ring
863.360
(512, 512)
S0862430101_U
smoke-ring
206.360
(512, 512)
S0862430101_U
smoke-ring
236.160
(512, 512)
S0862430101_U
read-out-streak
386.366
(512, 512)
S0862430101_U
read-out-streak
1058.579
(512, 512)
S0862430101_U
read-out-streak
634.465
(512, 512)
S0862430101_U
smoke-ring
215.352
(512, 512)
S0862430101_U
smoke-ring
272.368
(512, 512)
S0700381101_L
star-loop
1707.692
(512, 512)
S0720110601_L
central-ring
891.760
(512, 512)
S0720110601_L
star-loop
1312.000
(512, 512)
S0720110601_L
read-out-streak
331.927
(512, 512)
S0720110601_L
read-out-streak
316.824
(512, 512)
S0671990101_S
star-loop
14345.760
(512, 512)
S0671990101_S
star-loop
20155.000
(512, 512)
S0671990101_S
read-out-streak
652.810
(512, 512)
S0671990101_S
read-out-streak
581.645
(512, 512)
S0804050201_M
star-loop
2988.160
(512, 512)
S0804050201_M
star-loop
1253.160
(512, 512)
S0804050201_M
smoke-ring
192.960
(512, 512)
S0804050201_M
smoke-ring
221.760
(512, 512)
S0804050201_M
star-loop
570.960
(512, 512)
S0804050201_M
star-loop
2334.291
(512, 512)
S0804050201_M
star-loop
2373.500
(512, 512)
S0804050201_M
star-loop
8295.741
(512, 512)
S0804050201_M
star-loop
2484.594
(512, 512)
S0804050201_M
read-out-streak
416.391
(512, 512)
S0804050201_M
read-out-streak
144.566
(512, 512)
S0804050201_M
read-out-streak
516.160
(512, 512)
S0804050201_M
read-out-streak
299.286
(512, 512)
S0804050201_M
read-out-streak
327.970
(512, 512)
S0804050201_M
read-out-streak
456.105
(512, 512)
S0804050201_M
read-out-streak
373.982
(512, 512)
S0804050201_M
read-out-streak
1254.701
(512, 512)
S0804050201_M
read-out-streak
159.661
(512, 512)
S0804050201_M
read-out-streak
155.472
(512, 512)
S0611181501_L
star-loop
1215.760
(512, 512)
S0611181501_L
smoke-ring
272.000
(512, 512)
S0611181501_L
smoke-ring
182.523
(512, 512)
S0611181501_L
read-out-streak
432.481
(512, 512)
S0611181501_L
read-out-streak
331.002
(512, 512)
S0611181501_L
read-out-streak
1413.134
(512, 512)
S0611181501_L
read-out-streak
2011.262
(512, 512)
S0673550201_L
star-loop
3950.160
(512, 512)
S0673550201_L
smoke-ring
207.360
(512, 512)
S0673550201_L
star-loop
1544.960
(512, 512)
S0673550201_L
star-loop
756.960
(512, 512)

XAMI: XMM-Newton optical Artefact Mapping for astronomical Instance segmentation

The Dataset

Check the XAMI model and the XAMI dataset on Github.

Downloading the dataset

  • using a python script
from huggingface_hub import hf_hub_download

dataset_name = 'xami_dataset' # the dataset name of Huggingface
images_dir = '.' # the output directory of the dataset images

hf_hub_download(
    repo_id="iulia-elisa/XAMI-dataset", # the Huggingface repo ID
    repo_type='dataset', 
    filename=dataset_name+'.zip', 
    local_dir=images_dir
);

# Unzip file
!unzip -q "xami_dataset.zip" -d 'path/to/dest'

Or you can simply download only the dataset zip file from HuggingFace using a CLI command:

DEST_DIR='/path/to/local/dataset/dir'

huggingface-cli download iulia-elisa/XAMI-dataset xami_dataset.zip --repo-type dataset --local-dir "$DEST_DIR" && unzip "$DEST_DIR/xami_dataset.zip" -d "$DEST_DIR" && rm "$DEST_DIR/xami_dataset.zip"

Licence

CC BY-NC 3.0 IGO.

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Models trained or fine-tuned on iulia-elisa/XAMI-dataset