Multimodal AI models like OpenAI’s CLIP have transformed how developers build systems that understand both images and text. But there’s…
Zero-shot Image Classification
MetaCLIP: Superior Vision-Language Models Through Transparent, High-Quality Data Curation 1692
If you’ve worked with OpenAI’s CLIP, you know its power—but also its opacity. CLIP revolutionized zero-shot vision-language understanding, yet it…
Perception Encoder: One Vision Model to Rule Image, Video, and Language Tasks – Without Task-Specific Training 1809
Perception Encoder (PE) redefines what’s possible with a single vision encoder. Unlike legacy approaches that demand different pretraining strategies for…