Table 1 The summary of the training set and validation set for mine safety helmet.

From: An open dataset for intelligent recognition and classification of abnormal condition in longwall mining

Collection statistics

Characteristics

Training set

Validation set

Years

2020 to 2023

2020 to 2023

Data size(MB)

2247.41

570.07

Scenario

Count

Scenario

Count

Scenario

Count

Scenario

Count

Scenario

Count

Scenario

Count

Dataset label

Mine Safety Helmet

1

2783

30

26

59

90

1

716

30

6

59

18

2

1099

31

29

60

2

2

252

31

8

60

2

3

1636

32

36

61

28

3

398

32

7

61

9

4

106

33

301

62

22

4

20

33

84

62

3

5

1

34

8

63

5

5

0

34

3

63

3

6

313

35

18

64

2

6

74

35

4

64

0

7

55

36

115

65

29

7

9

36

25

65

5

8

518

37

69

66

50

8

119

37

13

66

16

9

229

38

14

67

88

9

50

38

5

67

25

10

122

39

3

68

87

10

25

39

1

68

24

11

68

40

10

69

19

11

14

40

2

69

5

12

143

41

21

70

17

12

35

41

9

70

2

13

240

42

5

71

1235

13

60

42

1

71

302

14

224

43

27

72

7

14

56

43

3

72

0

15

75

44

5

73

10

15

30

44

4

73

3

16

893

45

59

74

211

16

42

45

14

74

59

17

35

46

4

75

234

17

215

46

0

75

54

18

54

47

5

76

169

18

11

47

0

76

51

19

67

48

15

77

94

19

19

48

3

77

33

20

44

49

83

78

4

20

8

49

21

78

1

21

78

50

8

79

5

21

13

50

0

79

6

22

102

51

7

80

38

22

18

51

0

80

12

23

107

52

54

81

183

23

29

52

22

81

45

24

49

53

899

82

295

24

17

53

232

82

75

25

69

54

32

83

2

25

14

54

12

83

0

26

241

55

207

84

1316

26

65

55

59

84

322

27

171

56

49

85

11

27

40

56

11

85

0

28

47

57

5

  

28

10

57

1

  

29

143

58

14

  

29

36

58

4

  

Total

16093

Total

4024