Review for NeurIPS paper: Human Parsing Based Texture Transfer from Single Image to 3D Human via Cross-View Consistency

Weaknesses: - It's unclear if there is significant improvement over RSTG[33] from Figure 5. In particular, the results are only compared from the frontal view, the approach should be compared with [33] that shows multiple views of the image. The results of [33] is not compared on DeepFashion. In fact, CMR looks a lot worse perceptually than RSTG in Figure 5(a), however there is a significant difference in mask-SSIM which is a bit peculiar. For human body shpaes, the simple spherical UV mapping introduces quite a significant distortion.