… We compare CLIP-Forge with text-to-shape generation models that are trained with direct …
It can be seen that CLIPForge significantly outperforms both supervised baselines in all …

… zero-shot text-to-shape generation is limited, and we compare our approach with CLIPForge
[51] and measure the quality of shape generation us… prompts provided by CLIP-Forge. Then, …

… We compare the performance of our method against CLIP-Forge [37], CLIP-Mesh [19] and …
for zeroshot text-to-shape generation. We also set up a comparison method called Zero-Shot …

… In this section, we provide a more detailed comparison between CLIP-Forge and supervised
methods. Note, it is not clear how to compare our zero-shot model with supervised models. …

… a new zero-shot text-to-shape generation method called … CLIP-Forge using the Acc metric
and FID metric. The results are shown in Table 1. The first four columns represent CLIP-Forge …

… 3D avatar creation plays a crucial role in the digital age. … , a zero-shot text-driven framework
for 3D avatar generation and … Clip-forge: Towards zero-shot text-to-shape generation. …

… CLIP-Forge [49] generates multiple object geometries from … Still, CLIP-Forge generalizes
poorly outside of ShapeNet … only supports finite resolution generation of individual ShapeNet …

… We begin by studying our zero-shot method for caption generation. Notably, we find our
captions to exhibit human-like characteristics, such as generating diverse captions, reading, …

… We begin by studying our zero-shot method for caption generation. Notably, we find our
captions to exhibit humanlike characteristics, such as generating diverse captions, reading, …

… Clip-forge: Towards zero-shot text-to-shape generation. In Proceedings of the IEEE/CVF
Conference on Computer Vision and Pattern Recognition, pages 18603–18613, 2022. 3 …