A post-hoc detection framework exploits generation-induced patterns in autoregressive image outputs to enable provenance tracing across multiple IAR models without altering the generation process.
Deep image orientation angle detection
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
fields
cs.CV 2years
2026 2verdicts
UNVERDICTED 2representative citing papers
Image and video orientation is estimated from depth distribution across quadrants, refined via depth gradient consistency and horizontal symmetry analysis.
citing papers explorer
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Data Provenance for Image Auto-Regressive Generation
A post-hoc detection framework exploits generation-induced patterns in autoregressive image outputs to enable provenance tracing across multiple IAR models without altering the generation process.
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Depth-Aware Image and Video Orientation Estimation
Image and video orientation is estimated from depth distribution across quadrants, refined via depth gradient consistency and horizontal symmetry analysis.