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Contextual Reasoning.pdf

Bomatter_When_Pigs_Fly_Contextual_Reasoning_in_Synthetic_and_Natural_Scenes_ICCV_2021_paper.pdf

🔗 Source: cbmm.mit.edu

📊 Size: 3.24 MB

👤 Author: Philipp Bomatter; Mengmi Zhang; Dimitar Karev; Spandan Madan; Claire Tseng; Gabriel Kreiman

⬇️ Downloads: 175

Summary

Researchers introduce a synthetic Out-of-Context Dataset (OCD) with fine-grained control over scene context, leveraging a 3D simulation engine to systematically control gravity, object co-occurrences, and relative sizes. They conduct psychophysics experiments to establish a human benchmark for out-of-context recognition and compare it with state-of-the-art computer vision models. A new context-aware architecture, Context-aware Recognition Transformer Network (CRTNet), is proposed, which combines object and scene information to reason about context and generalizes well to out-of-context images, achieving human-level performance and better robustness.

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Description

Researchers introduce a synthetic Out-of-Context Dataset (OCD) with fine-grained control over scene context, leveraging a 3D simulation engine to...

Technical Information

File Format: PDF
File Size: 3.24 MB
Pages: 10
Language: EN
Author: Philipp Bomatter; Mengmi Zhang; Dimitar Karev; Spandan Madan; Claire Tseng; Gabriel Kreiman
Total Downloads: 175
Last Updated: 2 weeks ago

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