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Table 3 Performance comparison of multiple rodent tracking on occluded frames in Dataset B

From: EDDSN-MRT: multiple rodent tracking based on ear detection and dual siamese network for rodent social behavior analysis

 

Toxtrac[25]

idtracker.ai[24]

EDDSN-MRT (Ours)

ID

No

Miss

Switch

Drift

MOTA

ICR

Miss

Switch

Drift

MOTA

ICR

Miss

Switch

Drift

MOTA(P)

ICR(P)

B1

2

6651

619

0

9.84%

1.42%

0

218

301

89.82%

90.84%

0

0

119

97.05% ( < 0.001)***

98.52% ( < 0.001)***

B2

2

20,964

1151

0

10.65%

6.1%

0

986

430

92.54%

90.29%

0

14

721

94.12% ( < 0.001)***

96.97% ( < 0.001)***

B3

2

8412

216

0

4.25%

3.91%

176

1504

443

72.27%

60.80%

0

6

451

90.19% ( < 0.001)***

95.00% ( < 0.001)***

B4

2

7737

4656

0

49.82%

30.97%

40

182

170

97.72%

97.68%

0

0

185

98.50% ( < 0.001)***

99.25% ( < 0.001)***

B5

4

61,210

15,080

0

20.26%

4.50%

1892

8112

0

89.54%

81.07%

0

2

832

98.26% ( < 0.001)***

99.13% ( < 0.001)***

B6(1)1

4

None2

None

None

None

None

3429

1622

0

79.81%

73.32%

0

12

1238

90.05% ( < 0.001)***

94.95% ( < 0.001)***

B6(2)1

4

None2

None

None

None

None

2756

2130

0

76.02%

65.57%

0

0

1211

88.11% ( < 0.001)***

94.06% ( < 0.001)***

  1. MOTA, Multiple Object Tracking Accuracy; ICR, ID Correct Rate. No., the number of rodents in the video. ***means P < 0.001