3 papers
cs.CV2026
Multi-modal Knowledge Preserving Adapter for Embedding Backward Compatibility
Jaeseok Byun, Gukyeong Kwon, Han-Kai Hsu +4
Upgrading embedding models typically requires expensive database re-indexing, as new query embeddings are incompatible with existing database embeddings. While Backward Compatible…
cs.GR2025
MVGBench: Comprehensive Benchmark for Multi-view Generation Models
Xianghui Xie, Chuhang Zou, Meher Gitika Karumuri +2
We propose MVGBench, a comprehensive benchmark for multi-view image generation models (MVGs) that evaluates 3D consistency in geometry and texture, image quality, and semantics (us…
cs.CV2024
Direct and Explicit 3D Generation from a Single Image
Haoyu Wu, Meher Gitika Karumuri, Chuhang Zou +4
Current image-to-3D approaches suffer from high computational costs and lack scalability for high-resolution outputs. In contrast, we introduce a novel framework to directly genera…