Detailed Introduction
LightX2V is a set of efficient image-to-vector models and tools designed to extract visual features quickly on resource-constrained devices and support vector retrieval applications.
Main Features
- Lightweight model architectures for fast inference.
- Optimized embedding representations for retrieval and similarity computation.
- Documentation with deployment and fine-tuning examples.
Use Cases
Suited for visual retrieval, similar image search, and lightweight visual understanding tasks on edge devices or low-compute environments.
Technical Features
Focuses on model compression, distillation, and embedding normalization strategies to balance speed and retrieval quality.