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| # Evaluation | |
| ## Testing Data | |
|  | |
| - OOD pose (CAPE, [download](https://github.com/YuliangXiu/ICON/blob/master/docs/evaluation.md#cape-testset)): [`pose.txt`](../pose.txt) | |
| - OOD outfits (RenderPeople, [link](https://renderpeople.com/)): [`loose.txt`](../loose.txt) | |
| ## Run the evaluation | |
| ```bash | |
| # Benchmark of ECON_{IF}, which uses IF-Net+ for completion | |
| export CUDA_VISIBLE_DEVICES=0; python -m apps.benchmark -ifnet | |
| # Benchmark of ECON_{EX}, which uses registered SMPL for completion | |
| export CUDA_VISIBLE_DEVICES=1; python -m apps.benchmark | |
| ``` | |
| ## Benchmark | |
| | Method | $\text{ECON}_\text{IF}$ | $\text{ECON}_\text{EX}$ | | |
| | :---------: | :-----------------------: | :---------------------: | | |
| | | OOD poses (CAPE) | | | |
| | Chamfer(cm) | 0.996 | **0.926** | | |
| | P2S(cm) | 0.967 | **0.917** | | |
| | Normal(L2) | 0.0413 | **0.0367** | | |
| | | OOD oufits (RenderPeople) | | | |
| | Chamfer(cm) | 1.401 | **1.342** | | |
| | P2S(cm) | **1.422** | 1.458 | | |
| | Normal(L2) | 0.0516 | **0.0478** | | |
| **\*OOD: Out-of-Distribution** | |
| ## Citation | |
| :+1: Please cite these CAPE-related papers | |
| ``` | |
| @inproceedings{xiu2022icon, | |
| title = {{ICON}: {I}mplicit {C}lothed humans {O}btained from {N}ormals}, | |
| author = {Xiu, Yuliang and Yang, Jinlong and Tzionas, Dimitrios and Black, Michael J.}, | |
| booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, | |
| month = {June}, | |
| year = {2022}, | |
| pages = {13296-13306} | |
| } | |
| @inproceedings{CAPE:CVPR:20, | |
| title = {{Learning to Dress 3D People in Generative Clothing}}, | |
| author = {Ma, Qianli and Yang, Jinlong and Ranjan, Anurag and Pujades, Sergi and Pons-Moll, Gerard and Tang, Siyu and Black, Michael J.}, | |
| booktitle = {Computer Vision and Pattern Recognition (CVPR)}, | |
| month = June, | |
| year = {2020}, | |
| month_numeric = {6} | |
| } | |
| @article{Pons-Moll:Siggraph2017, | |
| title = {ClothCap: Seamless 4D Clothing Capture and Retargeting}, | |
| author = {Pons-Moll, Gerard and Pujades, Sergi and Hu, Sonny and Black, Michael}, | |
| journal = {ACM Transactions on Graphics, (Proc. SIGGRAPH)}, | |
| volume = {36}, | |
| number = {4}, | |
| year = {2017}, | |
| note = {Two first authors contributed equally}, | |
| crossref = {}, | |
| url = {http://dx.doi.org/10.1145/3072959.3073711} | |
| } | |
| ``` | |