Our new X account is live! Follow @wizwand_team for updates

Multi-class classification on PACS (test)

82.73Accuracy (Art Painting)

Baseline

Updated 4d ago

Evaluation Results

Method
Baseline 2021.01	82.73	77.97	94.95	81.61	84.32
Epi-FCR 2021.01	82.1	77	93.9	73	81.5
Ours 2019.11	81.28	77.16	96.09	72.29	81.83
DG-MMLD 2021.01	81.28	77.16	96.06	72.29	81.83
Mixup (feature-level) 2021.01	81.2	76.41	96.31	69.67	80.9
DDAIG 2021.01	81.02	78.75	95.07	79.67	83.63
DG-MMLD 2021.01	80.85	77.1	95.11	77.69	82.69
Epi-FCR 2021.01	80.68	78.87	92.5	76.57	82.15
Ours 2019.11	80.07	75.06	95.73	74.21	81.26
Pre-trained + EdgeMAC 2017.09	80	68.7	93.7	62.7	76.2
Ours 2019.11	79.64	76.75	95.86	71.22	80.87
Rotation 2021.01	79.51	79.93	93.55	82.01	83.75
JiGen 2019.11	79.42	75.25	96.03	71.35	80.51
DDAIG 2021.01	79.41	74.81	95.22	69.29	79.68
Deep All 2019.11	78.34	75.02	96.21	65.24	78.7
Rotation 2021.01	78.16	76.64	95.57	72.2	80.64
Mixup (pixel-level) 2021.01	78.09	71.08	93.85	66.58	77.4
Pre-trained (RGB) 2017.09	78	68	94.4	47.1	71.9
Deep All 2019.11	77.87	75.89	95.19	69.27	79.55
Deep All 2019.11	77.85	74.86	95.73	67.74	79.05
D-SAM* 2019.11	77.33	72.43	95.3	77.83	80.72
Baseline 2021.01	77.28	73.89	95.83	67.01	78.5
Pre-trained + EdgeMAC 2017.09	73.3	34	-	27.6	-
Pre-trained (RGB) 2017.09	72.5	33.3	-	24.8	-
Baseline 2021.01	71.96	72.47	88.34	76.47	77.31
Rotation 2021.01	71.74	73.39	89.22	75.98	77.59
Pre-trained (RGB) 2017.09	71.7	-	86.8	37	-
Siamese (RGB) 2017.09	71.5	64.3	85.1	56	69.2
DG-MMLD 2021.01	70.5	70.84	88.43	75.39	76.29
DDAIG 2021.01	69.35	71.1	87.7	70.99	74.79
Pre-trained + EdgeMAC 2017.09	69.3	-	85	55.3	-
Ours 2019.11	69.27	72.83	88.98	66.44	74.38
DG-MMLD 2021.01	69.27	72.83	88.98	66.44	74.38
Ours 2019.11	68.84	72.53	88.75	65.9	74.01
Deep All 2019.11	68.09	70.23	88.86	61.8	72.25
JiGen 2019.11	67.63	71.71	89	65.18	73.38
Mixup (feature-level) 2021.01	67.04	69.1	88.88	55.4	70.11
Ours 2019.11	66.99	70.64	89.35	67.78	73.69
Baseline 2021.01	66.83	70.85	89.78	59.75	71.8
Deep All 2019.11	66.68	69.41	89.98	60.02	71.52
MLDG 2017.10	66.23	66.88	88	58.96	70.01
MLDG* 2019.11	66.23	66.88	88	58.96	70.01
Mixup (pixel-level) 2021.01	66.03	68	88.9	51.18	68.53
Siamese (RGB) 2017.09	66	38	-	31.9	-
Rotation 2021.01	65.66	71.89	89.88	62.15	72.39
Epi-FCR 2021.01	65.19	69.54	83.43	71.97	72.53
Deep-all 2017.10	64.91	64.28	86.67	53.08	67.24
Deep All 2019.11	64.91	64.28	86.67	53.08	67.24
Epi-FCR 2021.01	64.7	72.3	86.1	65	72.03
uDICA 2017.10	64.57	64.54	91.78	51.12	68
Deep All 2019.11	64.44	72.07	87.5	58.07	70.52
D-SAM* 2019.11	63.87	70.7	85.55	64.66	71.2
Deep-All 2017.10	63.3	63.13	87.7	54.07	67.05
Deep All 2019.11	63.3	63.13	87.7	54.07	67.05
Ours-Full 2017.10	62.86	66.97	89.5	57.51	69.21
AlexNet+TF 2017.10	62.86	66.97	89.5	57.51	69.21
TF* 2019.11	62.86	66.97	89.5	57.51	69.21
DDAIG 2021.01	62.77	67.06	86.82	58.9	68.89
CIDDG* 2019.11	62.7	69.73	78.65	64.45	68.88
Ours-MLP 2017.10	61.4	57.16	89.68	50.38	64.65
DSN 2017.10	61.13	66.54	83.25	58.58	67.37
DSN 2017.10	61.13	66.54	83.25	58.58	67.37
Siamese (RGB) 2017.09	61	-	77	51.6	-
D-MTAE+1HNN 2017.10	60.27	58.65	91.12	47.86	64.48
D-MTAE 2017.10	60.27	58.65	91.12	47.86	64.48
LRE-SVM 2017.10	59.74	52.81	85.53	37.89	58.99
1HNN 2017.10	59.1	57.89	89.86	50.31	64.29
Deep All 2019.11	57.55	67.04	77.98	58.52	65.27
SVM 2017.10	55.39	52.86	82.83	43.89	58.74
EdgeMAC 2017.09	53.8	67.9	64.5	74.7	65.2
EdgeMAC 2017.09	45.4	42.3	-	46.3	-
EdgeMAC 2017.09	45.2	-	57.3	74.8	-
Siamese (RGB) 2017.09	38.7	49.3	44.4	-	-
EdgeMAC 2017.09	34.8	63	43.3	-	-
Pre-trained + EdgeMAC 2017.09	33.7	59.3	43.4	-	-
Pre-trained (RGB) 2017.09	31.9	49.5	42.5	-	-
Pre-trained (RGB) 2017.09	-	59.2	95	33.1	-
Siamese (RGB) 2017.09	-	59.5	86.3	42.9	-
EdgeMAC 2017.09	-	55.9	61.2	65.6	-
Pre-trained + EdgeMAC 2017.09	-	61.6	94.9	38.4	-