TABLE II.

F1 scores on the GFT dataset [15]. “H” stands for an extra post-processing with HMM.

	F1-frame								F1-event
AU	SVM|H	Ada|H	Lap|H	DAM	MDA	GFK	iCPM	kCPM	SVM|H	Ada|H	Lap|H	DAM	MDA	GFK	iCPM	kCPM
1	30.3|16.8	20.3|15.4	12.1|16.4	1.7	29.2	30.9	29.9	30.4	20.3|17.9	15.3|28.2	5.4| 9.7	2.1	21.3	21.6	27.1	23.4
2	25.6|18.4	14.8|21.8	26.0|19.3	5.3	25.8	29.3	25.7	28.0	20.2|21.1	12.2|30.7	18.2|16.6	4.7	21.3	22.5	24.8	26.0
6	66.2|66.4	62.1|47.3	2.7|40.7	58.0	63.8	66.1	67.3	70.2	49.1|56.8	47.5|43.4	4.4|37.5	50.0	47.0	50.2	56.8	57.3
7	70.9|72.2	69.6|50.0	24.0|50.3	66.0	66.6	72.2	72.5	74.4	50.4|59.8	50.7|44.0	21.6|48.3	41.7	49.2	52.1	60.1	58.1
10	65.5|65.5	65.5|43.7	56.7|61.2	64.9	65.4	67.5	67.0	70.7	50.2|57.8	50.2|46.6	46.5|57.5	53.1	51.6	54.3	58.1	55.6
12	74.2|75.9	73.0|54.5	64.8|69.0	72.9	71.9	72.7	75.1	78.3	56.3|65.0	54.7|59.9	54.9|64.4	61.9	52.0	54.3	65.0	65.3
14	79.6|78.1	77.7|59.2	76.7|51.2	79.5	74.0	79.8	80.7	82.1	63.8|70.8	62.3|59.9	81.5|61.2	64.6	63.7	64.8	74.7	71.4
15	34.1|17.5	20.3|20.5	19.3|13.9	1.4	31.8	31.7	43.5	38.9	28.1|20.1	17.7|41.8	15.9|20.2	2.3	25.4	26.8	32.2	32.0
17	49.2|50.6	48.2|38.6	42.5|21.2	34.6	47.4	48.9	49.1	57.1	42.9|53.1	37.1|38.5	36.4|25.9	29.6	41.4	41.3	52.3	50.2
23	28.3|29.8	19.4|20.7	27.1|25.1	2.8	26.0	26.7	35.0	28.6	27.7|35.9	16.8|36.7	9.5|19.5	4.4	26.7	27.1	25.9	31.5
24	31.9|21.0	22.3|25.8	25.7|16.9	3.0	31.8	33.0	31.6	43.6	30.3|21.8	20.8|26.4	21.7|13.9	4.9	30.0	30.5	31.8	34.6
Av.	48.7|46.6	44.8|36.1	32.8|35.0	35.5	48.5	48.6	52.5	54.8	38.6|43.7	35.0|41.5	27.3|34.1	29.0	39.1	38.9	46.3	45.9