Author

Jia-Lu Chen

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Jul 2026

RefCaptioner: Multi-Reference Image-Grounded Video Captioning

Human evaluation confirms that RefCaptioner achieves the best overall performance among the open-source models while remaining competitive on standard video captioning benchmarks, and human evaluation further confirms that its captions are preferred by annotators and enable more source-faithful video reconstruction wit...

Teng-Fei Liu, Yang Shi, Yu-Ran Wang et al. · arXiv.org · 0 citations

Jul 2026

MultiRef-Compass: Towards Comprehensive Evaluation of Multi-Reference-to-Audio-Video Generation

MultiRef-Compass is introduced, a unified benchmark for MR2AV generation that integrates automatic metrics with a rejudging-enhanced MLLM-as-a-Judge framework, enabling scalable and auditable evaluation of both perceptual fidelity and reference-conditioned composition.

Xiaohan Zhang, Yu-Qing Wen, Jun-Lin Chen et al. · arXiv.org · 3 citations

Jul 2026

AVE-Compass: Towards Holistic Evaluation for Audio-Video Editing Abilities

AVE-Agent is proposed, a modular agent framework that decomposes complex instructions into dependent subtasks and iteratively improves editing results through self-reflection and evaluator feedback, and improves instruction execution, Fidelity Preserving, and audio-visual alignment in joint editing while maintaining co...

Yuqing Wen, Yu-Kai Huang, Qianqian Xie et al. · arXiv.org · 0 citations