Office
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
Office-10 (test)
94.5Acc (A->W)
21
Office-31
1.63Dua
20
Office-31
50.7Accuracy (Amazon)
18
Office-31 v1 (full)
95.6Accuracy (A->W)
16
Office-31 1-shot
60.2A->D Accuracy
16
Office10
91.9Mean Accuracy
14
Office-31 (small-sized)
95.8Accuracy (A -> D)
14
Office leave-one-out
6.71R@10
13
Office-31
37.14ACC_clu
13
Office target domains A, D, W
82.4Acc (Target A)
13
Office Real-world scenario
67Success Rate
12
Office full-ranking
3.14Recall@5
12
Office simulation
100Mission Success Rate
12
Office
92.1OPDA
12
Office-31 (train test)
99.1Accuracy (A->W)
12
Office (test)
94.6Accuracy (A -> D)
12
Office 31 Average
74.8Average Accuracy (r)
11
Office 31 W -> D
80.3Accuracy (r)
11
Office 31 W -> A
80.5Accuracy (Retained)
11
Office 31 D -> W
81.9Accuracy ($A_{D_T}^r$)
11
Office 31 D -> A
79Retained Accuracy (D->A)
11
Office 31 A -> W
82Accuracy (Target Domain)
11
Office 31 A -> D
79.1Retained Performance (A->D)
11
Office-31 D → W (test)
87Accuracy (DT^r)
11
Office Amazon (test)
6.83R@5
10