The former step defines visual objects and a visual editor, and the latter step provides language grammars with graph rewriting rules. The compiler for the VPL is automatically created according to ...

🔥 Highlights LLaVA-CoT is a visual language model capable of spontaneous, systematic reasoning. Our 11B model outperforms Gemini-1.5-pro, GPT-4o-mini, and Llama-3.2-90B-Vision-Instruct on six ...

Context plays an important role in visual recognition. Recent studies have shown that visual recognition networks can be fooled by placing objects in inconsistent contexts (e.g., a cow in the ocean).