Dimensions overall score 8.0

GitHub Code Pulse

No public code linked for this paper yet.

• Pre-aligned image and shape encoders enable zero-shot image-based shape retrieval without requiring explicit view-based supervision.method 90%
• The proposed approach using pre-aligned encoders achieves state-of-the-art performance on shape retrieval metrics across multiple datasets.result 90%
• The OpenShape model combined with Point-BERT yields the best retrieval performance among evaluated pre-aligned encoders.result 85%
• Multi-modal hard contrastive loss (HCL) improves retrieval performance in standard instance retrieval tasks on shape-centric data.method 80%
• The proposed formulation enables cross-domain retrieval without retraining on the target database.technical 85%
• The approach uses compact single-embedding shape descriptors for similarity search in retrieval.technical 90%
• The method eliminates the need for view synthesis in image-based shape retrieval.technical 85%

Competitive landscape

Competitor map is still being generated for this paper. Enable generation or check back soon.

Startup potential card