Taskonomy
Benchmarks
TaskDatasetSOTA resultTrendResults
Taskonomy
0.013MAE
9
Taskonomy
0.462CE
9
Tiny-Taskonomy (test)
-28.2Delta t1 (Semantic Segmentation)
9
Taskonomy Tiny (test)
21.7Edge Score
8
Taskonomy Tiny (test)
0.022Depth Error
8
Taskonomy tiny (test)
59.3FID
8
Taskonomy tiny (test)
71Accuracy
8
Taskonomy
0.16MAE
8
Taskonomy
0.79MAE
8
Taskonomy
0.58MAE
8
Taskonomy
70.13FID
8
Taskonomy
43.92FID
8
Tiny-Taskonomy
0.707SN (Accuracy)
8
Taskonomy tiny (test)
89.75Object Classification
7
Taskonomy AE (test)
4.94L1 Error
7
Taskonomy 3DCC (test)
5.35L1 Error
7
Taskonomy 2DCC (test)
5.29L1 Error
7
Taskonomy Tiny
3.7ΔT1
7
Taskonomy Novel Datasets
0.48Spearman Correlation
6
Taskonomy Existing Datasets
0.94Spearman's Rho
6
Tiny-Taskonomy (test)
82.99GFLOPS
6
Taskonomy Shade Normal Edge
79.4FID
5
Taskonomy Depth, Texture, Normal
75.1FID
5
Taskonomy Normal Texture
77.8FID
5
Taskonomy Shade Depth
82.5FID
5