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cs.CV2026

AVCap: Reinforcing Audio-Video Joint Caption with Detail-Aware Reward

Mingyang Wu, Kaituo Feng, Bohao Li +3

Detailed audio-video joint captioning is essential for multimodal video understanding and generation. However, prior works are constrained by three main limitations: (1) the scarci…

cs.CV2026

Visko Orbis 1.0: A Live Model for Real-Time Interactive Long Video Generation

Xiangbo Gao, Siyuan Yang, Ping He +12

Visko Orbis 1.0 is a live model that generates long videos in real time, letting users change prompts on the fly while preserving subject, scene, and style consistency across hour‑…

cs.CV2026

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences

Fangzhou Lin, Peiran Li, Lingyu Xu +12

Instruction-guided image editing is becoming a general interface for visual work, yet existing benchmarks still focus largely on narrow appearance edits and do not fully capture th…

cs.CV2026

4KLSDB: A Large-Scale Dataset for 4K Image Restoration and Generation

Zihao Zhu, Kuan-Ru Huang, Zhaoming Xu +6

High-resolution datasets are essential for advancing super-resolution (SR) and text-to-image (T2I) diffusion research. However, current publicly available datasets lack both the na…

cs.CV2026

VEFX-Bench: A Holistic Benchmark for Generic Video Editing and Visual Effects

Xiangbo Gao, Sicong Jiang, Bangya Liu +12

As AI-assisted video creation becomes increasingly practical, instruction-guided video editing has become essential for refining generated or captured footage to meet professional…

cs.CV2026

The Pulse of Motion: Measuring Physical Frame Rate from Visual Dynamics

Xiangbo Gao, Mingyang Wu, Siyuan Yang +4

While recent generative video models have achieved remarkable visual realism and are being explored as world models, true physical simulation requires mastering both space and time…