Orion: A Unified Visual Agent for Multimodal Perception, Advanced Visual Reasoning and Execution
We introduce Orion, a visual agent framework that can take in any modality and generate any modality. Using an agentic framework with multiple tool-calling capabilities, Orion is designed for visual AI tasks and achieves state-of-the-art results. Unlike traditional vision-language models that produce descriptive outputs, Orion orchestrates a suite of specialized computer vision tools, including object detection, keypoint localization, panoptic segmentation, Optical Character Recognition, and geometric analysis, to execute complex multi-step visual workflows. The system achieves competitive performance on MMMU, MMBench, DocVQA, and MMLongBench while extending monolithic vision-language models to production-grade visual intelligence. By combining neural perception with symbolic execution, Orion enables autonomous visual reasoning, marking a transition from passive visual understanding to active, tool-driven visual intelligence.
691d32b10247f3d258ef3220
N Dinesh Reddy
claimed_verified
2025-11-24T07:59:07.995Z
6781714b81e69ba91a14f89c
/avatars/a9d14ccf7cace6ccfcbf32f9deeea8c9.svg
vlmrun
dinesh-vlmrun
user
dinesh-vlmrun
691d32b10247f3d258ef3221
Sudeep Pillai
Orion: A Unified Visual Agent for Multimodal Perception, Advanced Visual Reasoning and Execution
We introduce Orion, a visual agent framework that can take in any modality and generate any modality. Using an agentic framework with multiple tool-calling capabilities, Orion is designed for visual AI tasks and achieves state-of-the-art results. Unlike traditional vision-language models that produce descriptive outputs, Orion orchestrates a suite of specialized computer vision tools, including object detection, keypoint localization, panoptic segmentation, Optical Character Recognition, and geometric analysis, to execute complex multi-step visual workflows. The system achieves competitive performance on MMMU, MMBench, DocVQA, and MMLongBench while extending monolithic vision-language models to production-grade visual intelligence. By combining neural perception with symbolic execution, Orion enables autonomous visual reasoning, marking a transition from passive visual understanding to active, tool-driven visual intelligence.
Orion, a visual agent framework, uses a suite of specialized computer vision tools to execute complex visual workflows, achieving competitive performance on multiple benchmarks and enabling autonomous visual reasoning.
agentic framework tool-calling capabilities object detection keypoint localization panoptic segmentation Optical Character Recognition geometric analysis MMMU MMBench DocVQA MMLongBench neural perception symbolic execution autonomous visual reasoning