MASH-VLM: Mitigating Action-Scene Hallucination in Video-LLMs through Disentangled Spatial-Temporal Representations
Kyungho Bae, Jinhyung Kim, Sihaeng Lee, Soonyoung Lee, Gunhee Lee, Jinwoo Choi
2025年份
8顶会引用
摘要
Yes, the background in the video is a boxing ring
No, the background in the video is not a boxing ring. It is a room with books and shelves.
Question: Is the background in the video a boxing ring?
The video shows a person skiing on a mountain. The person is wearing skis and is riding on a slope.
The video shows a snow-covered mountain slope with no one in sight. Sunlight casts a warm glow over the serene landscape, and immersive experience.
Yes, two men are throwing punches in a boxing ring
The video starts with a white title screen. We then see a skier who is snowboarding on a steep mountain slope covered in snow
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引用它的顶会 Paper8
- Vision-Language Introspection: Mitigating Overconfident Hallucinations in MLLMs via Interpretable Bi-Causal SteeringShuliang Liu, Songbo Yang, Dong Fang, Sihang Jia 等ACL 2026 · 被引用 9 次
- SEASON: Mitigating Temporal Hallucination in Video Large Language Models via Self-Diagnostic Contrastive DecodingChang-Hsun Wu, Kai-Po Chang, Yu-Yang Sheng, Hung-Kai Chung 等CVPR 2026 · 被引用 8 次
- Mitigating Hallucination in VideoLLMs via Temporal-Aware Activation EngineeringJianfeng Cai, Jiale Hong, Zongmeng Zhang, Wengang Zhou 等NeurIPS 2025 · 被引用 7 次
- INFACT: A Diagnostic Benchmark for Induced Faithfulness and Factuality Hallucinations in Video-LLMsJunqi Yang, Yuecong Min, Jie Zhang, Shiguang Shan 等ACL 2026 · 被引用 7 次
- SmartSight: Mitigating Hallucination in Video-LLMs Without Compromising Video Understanding via Temporal Attention CollapseYiming Sun, Mi Zhang, Feifei Li, Geng Hong 等AAAI 2026 · 被引用 5 次
它引用的顶会 Paper23
- Language Models are Few-Shot LearnersTom B. Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah 等NeurIPS 2020 · 被引用 64,255 次
- Learning Transferable Visual Models From Natural Language SupervisionAlec Radford, Jong Wook Kim, Chris Hallacy, Aditya Ramesh 等ICML 2021 · 被引用 47,906 次
- Chain-of-Thought Prompting Elicits Reasoning in Large Language ModelsJason Wei, Xuezhi Wang, Dale Schuurmans, Maarten Bosma 等NeurIPS 2022 · 被引用 22,562 次
- An Image is Worth 16x16 Words: Transformers for Image Recognition at ScaleAlexey Dosovitskiy, Lucas Beyer, Alexander Kolesnikov, Dirk Weissenborn 等ICLR 2021 · 被引用 21,477 次
- Visual Instruction TuningHaotian Liu, Chunyuan Li, Qingyang Wu, Yong Jae LeeNeurIPS 2023 · 被引用 11,349 次
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