Office-31
Benchmarks
TaskDatasetSOTA resultTrendResults
Office-31 unsupervised adaptation standard
98.5Accuracy (A to W)
162
Office-31 (test)
98.4Avg Accuracy
93
Office-31 Amazon domain (test)
91.05Accuracy
20
Office-31 average of tasks
97.5Accuracy (OS*)
15
Office-31 standard (test)
99.5Accuracy (A->W)
14
Office-31 Average (test)
77.4Accuracy (DT^r)
11
Office-31 W → D (test)
77.4Accuracy (r)
11
Office-31 W → A (test)
79.7Target Domain Accuracy (r)
11
Office-31 D → A (test)
78.6Retained Performance D->A
11
Office-31 A → W (test)
87Accuracy (r)
11
Office-31 A → D (test)
77.2Accuracy (A->D, r)
11
Office-31 (test)
73.51Accuracy (cls)
11
Office-31 ResNet-50 (full)
96Accuracy (A->D)
11
Office-31 DSLR Source 10/21
92.3OS*
10
Office-31 We
78.36Du-a
7
Office-31 Amazon
80Au
7
OFFICE-31 (UL)
0.617Accuracy (A/D)
6
Office-31 Webcam
78.45Wua
5
Office-31 Dslr
84.2Wua
5
Office-31 Amazon
75.33Wua
5
Office-31 (Rectified)
90.8Accuracy (A->D)
4
Office-31
94.32A->D Accuracy
4