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Image Classification on VisDA-C (val)

90.7Accuracy

DePT-D

Updated 4d ago

Evaluation Results

Method
DePT-D 2022.10	90.7	-	99.4	93.8	94.4	87.5	99.4	98	96.7	74.3	98.4	98.5	96.6	51
DePT-G 2022.10	90.6	-	99.2	93	93.4	85.6	99.4	98.6	96.7	76.2	98.2	97.9	96.6	52
AdaCon 2022.10	89.2	-	99.5	94.2	91.2	83.7	98.9	97.7	96.8	71.5	96	98.7	97.9	45
DePT-S 2022.10	87.7	-	98.7	90.1	87.4	70.7	98.9	96	96.8	75.2	91.9	97.9	96.2	52.5
SHOT 2022.10	87.3	-	99.5	91.8	88.7	65.1	98.6	98	96	66.1	95.1	98.9	96.8	52.4
CAN 2022.10	87.2	-	97	87.2	82.5	74.3	97.8	96.2	90.8	80.7	96.6	96.3	87.5	59.9
DePT-G 2022.10	85.9	-	98.3	87.6	88.9	62.1	98.4	95.2	95.9	67.1	95.2	97.3	94.9	50.1
AdaCon 2022.10	81.3	-	95.4	75.2	83.4	64.2	95.8	93.2	92.4	65.3	92.6	82.9	95.1	39.7
MSTN with DSBN 2019.05	80.2	-	94.7	86.7	76	72	95.2	75.1	87.9	81.3	91.1	68.9	88.3	45.5
Tent 2022.10	79.2	-	99	76.9	79.2	80.8	93.9	84.2	95.9	54.5	74.6	92.9	95.6	22.9
MCC 2022.10	78.8	-	88.7	80.3	80.5	71.5	90.1	93.2	85	71.6	89.4	73.8	85	36.9
Generate To Adapt 2017.04	77.1	73.2	-	-	-	-	-	-	-	-	-	-	-	-
SWD 2022.10	76.4	-	90.8	82.5	81.7	70.5	91.7	69.5	86.3	77.5	87.4	63.6	85.6	29.2
CPUA with DSBN 2019.05	76.2	-	93	83.6	79.9	55.8	94.7	20.6	89.7	80.2	91.1	80.8	84.8	59.7
ADR 2019.05	74.8	-	87.8	79.5	83.7	65.3	92.3	61.8	88.9	73.2	87.8	60	85.5	32.3
CDAN 2022.10	73.9	-	85.2	66.9	83	50.8	84.2	74.9	88.1	74.5	83.4	76	81.9	38
MSTN with DSBN 2019.05	72.3	-	90.3	78.4	75	53.5	90.1	42.8	85.5	76.5	86.7	64.1	81.5	43.6
MCD 2019.05	71.9	-	87	60.9	83.7	64	88.9	79.6	84.7	76.9	88.6	40.3	83	25.8
CPUA with DSBN 2019.05	71.9	-	91.1	77.2	84	49.5	90.7	37.9	87.8	76.6	85.6	60.9	78.1	43.9
Source 2022.10	71.2	-	99	69.1	78.2	71.9	87.7	58.4	96.4	35	52.7	92.5	96	17.6
Generate To Adapt 2017.04	69.5	72.8	-	-	-	-	-	-	-	-	-	-	-	-
CPUA (reproduced) 2019.05	66.6	-	90.7	53.4	79.6	59.9	87.9	18.7	94.5	61.6	90.4	51.3	81.8	29.3
MSTN (reproduced) 2019.05	65	-	89.3	49.5	74.3	67.6	90.1	16.6	93.6	70.1	86.5	40.4	83.2	18.5
Generate To Adapt 2017.04	63.1	78.7	-	-	-	-	-	-	-	-	-	-	-	-
DAN 2019.05	61.1	-	87.1	63	76.5	42	90.3	42.9	85.9	53.1	49.7	36.3	85.8	20.7
DANN 2019.05	57.4	-	81.9	77.7	82.8	44.3	81.2	29.5	65.1	28.6	51.9	54.6	82.8	7.8
DANN 2022.10	57.4	-	81.9	77.7	82.8	44.3	81.2	29.5	65.1	28.6	51.9	54.6	82.8	7.8
Source only 2019.05	52.4	-	55.1	53.3	61.9	59.1	80.6	17.9	79.7	31.2	81	26.5	73.5	8.5
ResNet-152 (Source-only) 2017.04	44.5	-	-	-	-	-	-	-	-	-	-	-	-	-
ResNet-50 (Source-only) 2017.04	40.2	-	-	-	-	-	-	-	-	-	-	-	-	-
ResNet-18 (Source-only) 2017.04	35.3	-	-	-	-	-	-	-	-	-	-	-	-	-