ai-generated image detection 1contrastive learning 1global structural reasoning 1image forensics 1robustness to degradation 1
From the 1 of 3 linked papers with an AI index.
3 papers
cs.CV2026
SANA-Video 2.0: Hybrid Linear Attention with Attention Residuals for Efficient Video Generation
Junsong Chen, Jincheng Yu, Yitong Li +11
We introduce SANA-Video 2.0, a hybrid video diffusion transformer instantiated at 5B and 14B scales under a unified architecture. Designed to generate high-quality video up to 720p…
cs.CV2026
Rethinking the Readout: Unlocking Video Backbones for AI-Generated Video Detection
Manni Cui, Ziheng Qin, ZiAn Wang +8
AI-generated videos (AIGVs) typically contain subtle temporal artifacts that arise from inter-frame inconsistencies rather than within individual frames. A detector that captures s…
cs.CV2026
GlobalForge: Towards Robust AI-Generated Image Detection
Manni Cui, Ruiqi Liu, Dianyuan Zou +8
The paper introduces GlobalForge, a detection framework that shifts focus from fragile local artifacts to robust global structures to improve AI‑generated image detection under rea…