Cover Image

SMSP: A Plug-and-Play Strategy of Multi-Scale Perception for MLLMs to Perceive Visual Illusions

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Tu, Jinzhe, Guo, Ruilei, Guo, Zihan, Yang, Junxiao, Cui, Shiyao, Huang, Minlie
Format:	Preprint
Published:	2026
Subjects:	Computer Vision and Pattern Recognition Multimedia
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

TEn-CATG:Text-Enriched Audio-Visual Video Parsing with Multi-Scale Category-Aware Temporal Graph
by: Chen, Yaru, et al.
Published: (2025)

Visual Semantic Description Generation with MLLMs for Image-Text Matching
by: Chen, Junyu, et al.
Published: (2025)

Quizzard@INOVA Challenge 2025 -- Track A: Plug-and-Play Technique in Interleaved Multi-Image Model
by: Cuong, Dinh Viet, et al.
Published: (2025)

Plug-and-Play Clarifier: A Zero-Shot Multimodal Framework for Egocentric Intent Disambiguation
by: Yang, Sicheng, et al.
Published: (2025)

MultiSoundGen: Video-to-Audio Generation for Multi-Event Scenarios via SlowFast Contrastive Audio-Visual Pretraining and Direct Preference Optimization
by: Yang, Jianxuan, et al.
Published: (2025)

VideoPainter: Any-length Video Inpainting and Editing with Plug-and-Play Context Control
by: Bian, Yuxuan, et al.
Published: (2025)

ASAP: Advancing Semantic Alignment Promotes Multi-Modal Manipulation Detecting and Grounding
by: Zhang, Zhenxing, et al.
Published: (2024)

Spatial-Aware Efficient Projector for MLLMs via Multi-Layer Feature Aggregation
by: Qian, Shun, et al.
Published: (2024)

From Pixels to Feelings: Aligning MLLMs with Human Cognitive Perception of Images
by: Chen, Yiming, et al.
Published: (2025)

Where Does Vision Meet Language? Understanding and Refining Visual Fusion in MLLMs via Contrastive Attention
by: Song, Shezheng, et al.
Published: (2026)

Towards Emotion Analysis in Short-form Videos: A Large-Scale Dataset and Baseline
by: Wu, Xuecheng, et al.
Published: (2023)

Transcending Fusion: A Multi-Scale Alignment Method for Remote Sensing Image-Text Retrieval
by: Yang, Rui, et al.
Published: (2024)

CAMP-VQA: Caption-Embedded Multimodal Perception for No-Reference Quality Assessment of Compressed Video
by: Wang, Xinyi, et al.
Published: (2025)

Synthetic Perception: Can Generated Images Unlock Latent Visual Prior for Text-Centric Reasoning?
by: Huang, Yuesheng, et al.
Published: (2025)

Multimodal Class-aware Semantic Enhancement Network for Audio-Visual Video Parsing
by: Zhao, Pengcheng, et al.
Published: (2024)

Towards Open-Vocabulary Audio-Visual Event Localization
by: Zhou, Jinxing, et al.
Published: (2024)

LookupForensics: A Large-Scale Multi-Task Dataset for Multi-Phase Image-Based Fact Verification
by: Cui, Shuhan, et al.
Published: (2024)

Extending Visual Dynamics for Video-to-Music Generation
by: Liu, Xiaohao, et al.
Published: (2025)

Scaling Audio-Visual Quality Assessment Dataset via Crowdsourcing
by: Yang, Renyu, et al.
Published: (2026)

Delving Deeper: Hierarchical Visual Perception for Robust Video-Text Retrieval
by: Xie, Zequn, et al.
Published: (2026)

GiVE: Guiding Visual Encoder to Perceive Overlooked Information
by: Li, Junjie, et al.
Published: (2024)

Teacher-Guided Pseudo Supervision and Cross-Modal Alignment for Audio-Visual Video Parsing
by: Chen, Yaru, et al.
Published: (2025)

Unmasking Illusions: Understanding Human Perception of Audiovisual Deepfakes
by: Hashmi, Ammarah, et al.
Published: (2024)

Exploring the Distinctiveness and Fidelity of the Descriptions Generated by Large Vision-Language Models
by: Huang, Yuhang, et al.
Published: (2024)

Advancing Weakly-Supervised Audio-Visual Video Parsing via Segment-wise Pseudo Labeling
by: Zhou, Jinxing, et al.
Published: (2024)

A Multimodal Transformer for Live Streaming Highlight Prediction
by: Deng, Jiaxin, et al.
Published: (2024)

A Benchmark for Ultra-High-Resolution Remote Sensing MLLMs
by: Dang, Yunkai, et al.
Published: (2025)

VideoZeroBench: Probing the Limits of Video MLLMs with Spatio-Temporal Evidence Verification
by: Meng, Jiahao, et al.
Published: (2026)

X-Former: Unifying Contrastive and Reconstruction Learning for MLLMs
by: Swetha, Sirnam, et al.
Published: (2024)

Patch-level Sounding Object Tracking for Audio-Visual Question Answering
by: Li, Zhangbin, et al.
Published: (2024)

AD-AVSR: Asymmetric Dual-stream Enhancement for Robust Audio-Visual Speech Recognition
by: Xue, Junxiao, et al.
Published: (2025)

AV-Edit: Multimodal Generative Sound Effect Editing via Audio-Visual Semantic Joint Control
by: Guo, Xinyue, et al.
Published: (2025)

GSE: Evaluating Sticker Visual Semantic Similarity via a General Sticker Encoder
by: Chee, Heng Er Metilda, et al.
Published: (2025)

Visual Grounding with Multi-modal Conditional Adaptation
by: Yao, Ruilin, et al.
Published: (2024)

Hierarchical Action Recognition: A Contrastive Video-Language Approach with Hierarchical Interactions
by: Zhang, Rui, et al.
Published: (2024)

SynthDoc: Bilingual Documents Synthesis for Visual Document Understanding
by: Ding, Chuanghao, et al.
Published: (2024)

CLIP Brings Better Features to Visual Aesthetics Learners
by: Xu, Liwu, et al.
Published: (2023)

Continual Panoptic Perception: Towards Multi-modal Incremental Interpretation of Remote Sensing Images
by: Yuan, Bo, et al.
Published: (2024)

Consensus Entropy: Harnessing Multi-VLM Agreement for Self-Verifying and Self-Improving OCR
by: Zhang, Yulong, et al.
Published: (2025)

Scene Graph Generation with Role-Playing Large Language Models
by: Chen, Guikun, et al.
Published: (2024)