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Table 1 Classification result (accuracy in percentage) of FV with different vocabulary sizes

From: Analyzing temporal dynamics of cell deformation and intracellular movement with video feature aggregation

 

Normal

Slight activation

Moderate activation

Drastic activation

mAP

\(K=16\)

88.00 ± 10.30%

\(60.20\pm 16.34\%\)

\(80.20\pm 12.85\%\)

\(90.80\pm 6.65\%\)

\(79.80\pm 4.86\%\)

\(K=32\)

\(86.80\pm 12.68\%\)

\(58.60\pm 14.70\%\)

\(82.20\pm 11.65\%\)

\(92.20\pm 7.89\%\)

\(79.95\pm 5.65\%\)

\(K=64\)

\(82.60\pm 12.08\%\)

65.80 ± 13.10%

84.80 ± 11.99%

93.40 ± 8.71%

81.65 ± 5.90%

\(K=128\)

\(86.00\pm 11.60\%\)

\(65.40\pm 11.46\%\)

\(77.80\pm 12.00\%\)

93.40 ± 6.58%

\(80.65\pm 5.45\%\)

\(K=256\)

\(86.20\pm 9.66\%\)

\(62.80\pm 16.66\%\)

\(83.60\pm 11.02\%\)

\(89.79\pm 9.14\%\)

\(80.60\pm 5.38\%\)

  1. Italic values indicate the best performance in the corresponding columns