Do Deepfakes Adequately Display Emotions? A Study on Deepfake Facial Emotion Expression

Table 2

Percentages of fake recordings with emotional photograms, displayed by performer and emotion.

ID	Dynamic model							Static model
	%Sa	%Fe	%Ha	%An	%Su	%Di	%Ne	%Sa	%Fe	%Ha	%An	%Su	%Di	%Ne
id0	14.04	0	10.53	0	38.6	22.81	36.84	53.51	5.26	10.53	0	57.89	42.11	0
id1	19.61	0	49.67	0	9.8	0.65	60.78	51.63	0.65	49.67	0	8.5	52.29	5.88
id2	4.23	0	12.68	7.75	19.72	9.15	21.13	47.18	0.7	12.68	7.75	42.25	0	0
id3	27.46	0	31.69	0	7.75	30.28	54.93	89.44	0	31.69	0	21.83	10.56	2.11
id4	38.89	0	23.02	0	44.44	24.6	19.84	92.06	5.56	23.02	0	39.68	53.17	0
id5	16.67	0	33.33	0	77.78	50	44.44	44.44	0	33.33	0	94.44	55.56	5.56
id6	18.49	0	17.65	0	17.65	23.53	59.66	90.76	0	17.65	0	21.01	62.18	0
id7	17.24	0	41.38	0	3.45	37.93	79.31	55.17	0	41.38	0	48.28	65.52	6.9
id8	0	0	60	0	56	0	0	80	0	60	0	60	24	0
id9	4.21	0	47.37	0	0	21.05	55.79	74.74	0	47.37	0	0	28.42	0
id10	0	0	40.63	0	59.38	56.25	56.25	25	0	40.63	0	68.75	18.75	0
id11	45.45	0	63.64	0	36.36	36.36	45.45	63.64	0	63.64	0	45.45	81.82	0
id12	36.36	0	81.82	0	54.55	9.09	18.18	45.45	0	81.82	0	63.64	63.64	0
id13	13.04	0	39.13	0	17.39	4.35	30.43	30.43	0	39.13	0	82.61	56.52	0
id16	12.32	0	36.45	0	4.93	15.76	32.02	73.4	0	36.45	0	15.76	62.07	3.45
id17	5.47	0	25.78	0	0	9.38	26.56	28.13	0	25.78	0	10.16	44.53	13.28
id19	6.94	0	20.83	0	6.94	5.56	38.89	20.83	0	20.83	0	13.89	63.89	0
id20	19.89	0	30.11	0.54	10.22	0	22.04	61.83	9.14	30.11	0.54	27.42	55.38	0
id21	10	0	13.89	0	0	13.33	38.89	77.22	0	13.89	0	0	45	0
id22	0	0	0	0	8.7	2.17	6.52	34.78	0	0	0	21.74	36.96	0
id23	27.08	0	47.92	14.06	12.5	8.85	9.9	77.08	0	47.92	14.06	10.42	73.96	0
id24	15.19	0	68.35	0	41.77	21.52	20.25	39.24	0	68.35	0	30.38	54.43	0
id25	32.2	0	27.12	0	15.25	20.34	22.03	76.27	0	27.12	0	61.02	20.34	0
id26	14.96	0	30.71	0	5.51	13.39	59.84	59.06	14.96	30.71	0	62.2	14.17	0
id27	1.45	0	20.29	0	18.84	7.25	69.57	26.09	0	20.29	0	13.04	43.48	8.7
id28	14.46	0	8.43	0	28.92	10.84	30.12	54.62	0	8.43	0	38.96	35.34	0
id29	13.25	8.43	38.55	0	61.45	56.63	21.69	42.17	19.28	38.55	0	89.16	65.06	0
id30	23.63	0	56.04	2.75	0.55	4.95	35.16	58.24	7.14	56.04	2.75	23.63	43.96	0
id31	17.77	0	12.69	0	1.52	24.87	19.8	82.23	0	12.69	0	24.37	56.85	0
id32	10.17	0	61.02	0	13.56	52.54	16.95	94.92	0	61.02	0	16.95	91.53	0
id33	29.36	0	68.81	0	15.6	35.78	33.03	90.83	0.92	68.81	0	43.12	77.06	0
id34	21.67	0	68.33	18.33	45	38.33	6.67	91.67	0	68.33	18.33	55	78.33	1.67
id35	0.55	0	29.12	7.69	36.26	9.89	43.96	58.24	0	29.12	7.69	43.41	48.9	2.2
id37	23.9	0	22.64	0	0	5.66	19.5	81.76	0	22.64	0	1.26	61.64	0
id38	10.94	0	39.06	6.25	4.69	7.81	0	53.13	0	39.06	6.25	42.19	31.25	0
id39	13.64	0	18.18	3.03	48.48	10.61	48.48	50	0	18.18	3.03	53.03	56.06	0
id40	1.2	0	57.83	0	18.07	7.23	46.99	27.71	1.2	57.83	0	78.31	55.42	0
id41	7.81	0	67.19	0	21.88	17.19	56.25	34.38	0	67.19	0	42.19	90.63	0
id42	13.89	0	25	0	22.22	8.33	47.22	50	0	25	0	41.67	22.22	0
id43	0	0	60.76	0	20.25	18.99	36.71	8.86	0	60.76	0	50.63	31.65	0
id44	0	0	73.08	0	0	26.92	26.92	61.54	0	73.08	0	15.38	65.38	15.38
id45	26.58	0	29.11	0	8.86	17.72	84.81	31.65	0	29.11	0	37.97	70.89	0
id46	0	0	16.67	1.67	15	11.67	85	13.33	0	16.67	1.67	80	65	10
id47	1.12	0	30.34	0	15.73	5.62	71.91	60.67	0	30.34	0	37.08	58.43	0
id48	19.05	0	55.95	0	33.33	21.43	63.1	40.48	0	55.95	0	36.9	69.05	0
id49	32.47	0	66.23	0	28.57	5.19	54.55	55.84	1.3	66.23	0	80.52	72.73	0
id50	18.31	0	63.38	0	25.35	19.72	76.06	59.15	0	63.38	0	46.48	59.15	7.04
id51	21.88	0	50	0	51.56	43.75	18.75	51.56	0	50	0	70.31	82.81	0
id52	31.65	0	48.1	5.06	35.44	16.46	41.77	77.22	5.06	48.1	5.06	51.9	87.34	0
id53	15.38	0	57.69	0	35.9	26.92	47.44	43.59	0	57.69	0	33.33	75.64	5.13
id54	21.25	0	50	0	33.75	28.75	61.25	50	0	50	0	38.75	62.5	7.5
id55	0	0	84.38	0	40.63	46.88	76.56	46.88	4.69	84.38	0	70.31	68.75	6.25
id56	6.33	0	88.61	0	56.96	35.44	39.24	31.65	0	88.61	0	75.95	94.94	0
id57	0	0	42.86	0	32.14	23.21	62.5	21.43	0	42.86	0	57.14	26.79	0
id58	6	0	56	0	42	26	64	32	0	56	0	70	56	0
id59	34.78	0	30.43	0	69.57	47.83	30.43	56.52	0	30.43	0	69.57	78.26	4.35
id60	30	0	76.67	26.67	53.33	53.33	70	96.67	16.67	76.67	26.67	76.67	93.33	26.67
id61	6.67	0	20	0	60	46.67	80	40	0	20	0	86.67	33.33	0

Happiness (Ha), Sadness (Sa), Surprise (Su), Fear (Fe), Anger (An), and Disgust (Di) are used for dynamic and static models.