1 Introduction
2 3D shape estimation under clothing
2.1 Overview
2.2 Clothing segmentation
2.3 Cloth-skin displacement modeling
2.4 Fitting parametric human 3D model
2.4.1 Optimization
2.4.1.1 Skin contour cost Es
2.4.1.2 Cloth contour cost Ec
3 Experiments
3.1 Quantitative evaluation
3.1.1 Experimental settings
3.1.2 Results
Method | Clothing | A | B | C | D | E | F | G | H | I | J | Average |
---|---|---|---|---|---|---|---|---|---|---|---|---|
SMPLify | T-shirt, long pants | 11.99 | 8.89 | 9.43 | 9.50 | 13.58 | 15.51 | 2.54 | 12.14 | 3.26 | 7.61 | 9.44 |
Soccer outfit | 13.46 | 10.92 | 7.23 | 11.15 | 17.32 | 18.80 | 3.18 | 13.88 | 3.42 | 8.51 | 10.79 | |
Average | 12.72 | 9.90 | 8.33 | 10.32 | 15.45 | 17.15 | 2.86 | 13.01 | 3.34 | 8.06 | 10.12 | |
Proposed | T-shirt, long pants | 6.08 | 2.01 | 7.51 | 4.32 | 3.58 | 4.01 | 1.47 | 9.18 | 2.99 | 7.46 | 4.86 |
Soccer outfit | 6.49 | 3.89 | 5.25 | 4.66 | 5.51 | 10.01 | 3.12 | 9.34 | 3.90 | 8.47 | 6.06 | |
Average | 6.29 | 2.95 | 6.38 | 4.49 | 4.54 | 7.01 | 2.30 | 9.26 | 3.45 | 7.97 | 5.46 |