Perceptual Reasoning and Interaction Research

Perceptual Reasoning and Interaction Research, PRIOR is a computer vision research team within the Allen Institute for AI.
PRIOR seeks to advance computer vision to create AI systems that see, explore, learn, and reason about the world.
Featured Project

Visual Programming: Compositional visual reasoning without training

[CVPR 2023 Best Paper] VISPROG is a neuro-symbolic system for solving complex and compositional visual tasks by generating and executing programs.

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Featured Project

🏘️ ProcTHOR: Large-Scale Embodied AI Using Procedural Generation

[Neurips 2022 Outstanding Paper] ProcTHOR is a platform to procedurally generate realistic, interactive, and diverse simulated 3D environments. It dramatically scales up the amount of training data which significantly improves performance on all embodied tasks considered.

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Featured Project

Moving Forward by Moving Backward: Embedding Action Impact over Action Semantics

An embodied agent may encounter settings that dramatically alter the impact of actions: a move ahead action on a wet floor may send the agent twice as far as it expects and using the same action with a broken wheel...

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Featured Project

Benchmarking Progress to Infant-Level Physical Reasoning in AI

Inspired by research on infants, we introduce the Infant-Level Physical Reasoning Benchmark (InfLevel) to better understand the fundamental physical reasoning abilities of AI systems. We find that current popular systems appear to be far less proficient than infants.

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Featured Project

Unified-IO: A Unified Model for Vision, Language, and Multi-Modal Tasks

Unified-IO is the first neural model to perform a large and diverse set of AI tasks spanning classical computer vision, image synthesis, vision-and-language, and natural language processing.

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Featured Project

GRIT: General Robust Image Task Benchmark

The General Robust Image Task (GRIT) Benchmark is an evaluation-only benchmark for evaluating the performance and robustness of vision systems across multiple image prediction tasks, concepts, and data sources.

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Welcome

Perceptual Reasoning and Interaction Research, PRIOR is a computer vision research team within the Allen Institute for AI.

PRIOR seeks to advance computer vision to create AI systems that see, explore, learn, and reason about the world.

Research Projects

We've been working on some exciting Computer Vision research projects:

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Perceptual Reasoning and Interaction Research (PRIOR) is a computer vision research team within the Allen Institute for AI (AI2). AI2 is a nonprofit institute founded by Paul G. Allen in 2014 with the singular focus of conducting high-impact research and engineering in the field of artificial intelligence, all for the common good.

Featured Project

Visual Programming: Compositional visual reasoning without training

Featured Project

🏘️ ProcTHOR: Large-Scale Embodied AI Using Procedural Generation

Featured Project

Moving Forward by Moving Backward: Embedding Action Impact over Action Semantics

Featured Project

Benchmarking Progress to Infant-Level Physical Reasoning in AI

Featured Project

Unified-IO: A Unified Model for Vision, Language, and Multi-Modal Tasks

Featured Project

GRIT: General Robust Image Task Benchmark

Welcome

Research Projects