LongVALE: Vision-Audio-Language-Event Benchmark Towards Time-Aware Omni-Modal Perception of Long Videos
Tiantian Geng, Jinrui Zhang, Qingni Wang, Teng Wang, Jinming Duan, Feng Zheng
2025年份
16顶会引用
摘要
Figure 1. We introduce LongVALE, the first-ever omni-modality long video benchmark, offering precise temporal boundaries and captions for omni-modal events integrating visual, audio, and speech information. The captions feature audio-visual correlations to enhance crossmodal learning. Besides, we extend three fine-grained video tasks to the omni-modality domain, enabling omni-perception of long videos.
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引用它的顶会 Paper16
- WorldSense: Evaluating Real-world Omnimodal Understanding for Multimodal LLMsJack Hong, Shilin Yan, Jiayin Cai, Xiaolong Jiang 等ICLR 2026 · 被引用 162 次
- Omni-Captioner: Data Pipeline, Models, and Benchmark for Omni Detailed PerceptionZiyang Ma, Ruiyang Xu, Zhenghao Xing, Yunfei Chu 等ICLR 2026 · 被引用 36 次
- AVoCaDO: An Audiovisual Video Captioner Driven by Temporal OrchestrationXinlong Chen, Yue Ding, Weihong Lin, Jingyun Hua 等ICLR 2026 · 被引用 27 次
- SAVVY: Spatial Awareness via Audio-Visual LLMs through Seeing and HearingMingfei Chen, Zijun Cui, Xiulong Liu, Jinlin Xiang 等NeurIPS 2025 · 被引用 18 次
- JointAVBench: A Benchmark for Joint Audio-Visual Reasoning EvaluationJianghan Chao, Jianzhang Gao, Wenhui Tan, Yuchong Sun 等ICLR 2026 · 被引用 16 次
它引用的顶会 Paper30
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- BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and GenerationJunnan Li, Dongxu Li, Caiming Xiong, Steven C. H. HoiICML 2022 · 被引用 6,549 次
- HowTo100M: Learning a Text-Video Embedding by Watching Hundred Million Narrated Video ClipsAntoine Miech, Dimitri Zhukov, Jean-Baptiste Alayrac, Makarand Tapaswi 等ICCV 2019 · 被引用 1,437 次
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