Copertina

The Coherence Trap: When MLLM-Crafted Narratives Exploit Manipulated Visual Contexts

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Zhang, Yuchen, Wang, Yaxiong, Wu, Yujiao, Wu, Lianwei, Zhu, Li, Zheng, Zhedong
Natura:	Preprint
Pubblicazione:	2025
Soggetti:	Computer Vision and Pattern Recognition
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

Cultivating Forensic Reasoning for Generalizable Multimodal Manipulation Detection
di: Zhang, Yuchen, et al.
Pubblicazione: (2026)

Generating Attribution Reports for Manipulated Facial Images: A Dataset and Baseline
di: Lian, Jingchun, et al.
Pubblicazione: (2024)

EntityCLIP: Entity-Centric Image-Text Matching via Multimodal Attentive Contrastive Learning
di: Wang, Yaxiong, et al.
Pubblicazione: (2024)

REVEAL: Reference-Grounded Reasoning for Multimodal Manipulation Detection
di: Zhou, Jun, et al.
Pubblicazione: (2026)

Beyond Walking: A Large-Scale Image-Text Benchmark for Text-based Person Anomaly Search
di: Yang, Shuyu, et al.
Pubblicazione: (2024)

Every Painting Awakened: A Training-free Framework for Painting-to-Animation Generation
di: Liu, Lingyu, et al.
Pubblicazione: (2025)

Can Video Diffusion Models Predict Past Frames? Bidirectional Cycle Consistency for Reversible Interpolation
di: Liu, Lingyu, et al.
Pubblicazione: (2026)

Minimizing the Pretraining Gap: Domain-aligned Text-Based Person Retrieval
di: Yang, Shuyu, et al.
Pubblicazione: (2025)

Towards Scalable Video Anomaly Retrieval: A Synthetic Video-Text Benchmark
di: Yang, Shuyu, et al.
Pubblicazione: (2025)

Look, Compare and Draw: Differential Query Transformer for Automatic Oil Painting
di: Liu, Lingyu, et al.
Pubblicazione: (2026)

Pretrain-then-Adapt: Uncertainty-Aware Test-Time Adaptation for Text-based Person Search
di: Zhang, Jiahao, et al.
Pubblicazione: (2026)

AINet+: Advancing Superpixel Segmentation via Cascaded Association Implantation
di: Wang, Yaxiong, et al.
Pubblicazione: (2021)

Towards Unified Multimodal Misinformation Detection in Social Media: A Benchmark Dataset and Baseline
di: Li, Haiyang, et al.
Pubblicazione: (2025)

Dual Relation Alignment for Composed Image Retrieval
di: Jiang, Xintong, et al.
Pubblicazione: (2023)

Scale Up Composed Image Retrieval Learning via Modification Text Generation
di: Zhou, Yinan, et al.
Pubblicazione: (2025)

GUI Action Narrator: Where and When Did That Action Take Place?
di: Wu, Qinchen, et al.
Pubblicazione: (2024)

TIGeR: Text-Instructed Generation and Refinement for Template-Free Hand-Object Interaction
di: Huang, Yiyao, et al.
Pubblicazione: (2025)

Beyond Known Clusters: Probe New Prototypes for Efficient Generalized Class Discovery
di: Wang, Ye, et al.
Pubblicazione: (2024)

InstructX: Towards Unified Visual Editing with MLLM Guidance
di: Mou, Chong, et al.
Pubblicazione: (2025)

Beyond Boundary Frames: Context-Centric Video Interpolation with Audio-Visual Semantics
di: Deng, Yuchen, et al.
Pubblicazione: (2025)

OmniVL-Guard Pro: A Tool-Augmented Agent for Omnibus Vision-Language Forensics
di: Shen, Jinjie, et al.
Pubblicazione: (2026)

WeatherPrompt: Multi-modality Representation Learning for All-Weather Drone Visual Geo-Localization
di: Wen, Jiahao, et al.
Pubblicazione: (2025)

MEJO: MLLM-Engaged Surgical Triplet Recognition via Inter- and Intra-Task Joint Optimization
di: Zhang, Yiyi, et al.
Pubblicazione: (2025)

Collaborative Group: Composed Image Retrieval via Consensus Learning from Noisy Annotations
di: Zhang, Xu, et al.
Pubblicazione: (2023)

VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation
di: Zhang, Ruiyang, et al.
Pubblicazione: (2024)

Are MLMs Trapped in the Visual Room?
di: Zhang, Yazhou, et al.
Pubblicazione: (2025)

From Instruction to Event: Sound-Triggered Mobile Manipulation
di: Ju, Hao, et al.
Pubblicazione: (2026)

CaLa: Complementary Association Learning for Augmenting Composed Image Retrieval
di: Jiang, Xintong, et al.
Pubblicazione: (2024)

TDEdit: A Unified Diffusion Framework for Text-Drag Guided Image Manipulation
di: Wang, Qihang, et al.
Pubblicazione: (2025)

SketchThinker-R1: Towards Efficient Sketch-Style Reasoning in Large Multimodal Models
di: Zhang, Ruiyang, et al.
Pubblicazione: (2026)

AnomalyLMM: Bridging Generative Knowledge and Discriminative Retrieval for Text-Based Person Anomaly Search
di: Ju, Hao, et al.
Pubblicazione: (2025)

AIC MLLM: Autonomous Interactive Correction MLLM for Robust Robotic Manipulation
di: Xiong, Chuyan, et al.
Pubblicazione: (2024)

IPCV: Information-Preserving Compression for MLLM Visual Encoders
di: Chen, Yuan, et al.
Pubblicazione: (2025)

PIP-MM: Pre-Integrating Prompt Information into Visual Encoding via Existing MLLM Structures
di: Wu, Tianxiang, et al.
Pubblicazione: (2024)

BevSplat: Resolving Height Ambiguity via Feature-Based Gaussian Primitives for Weakly-Supervised Cross-View Localization
di: Wang, Qiwei, et al.
Pubblicazione: (2025)

MLLM as Video Narrator: Mitigating Modality Imbalance in Video Moment Retrieval
di: Cai, Weitong, et al.
Pubblicazione: (2024)

WorldCraft: From Camera Navigation to Object Manipulation in Interactive Video World Models
di: Gu, Bohai, et al.
Pubblicazione: (2026)

PUMA: Empowering Unified MLLM with Multi-granular Visual Generation
di: Fang, Rongyao, et al.
Pubblicazione: (2024)

Creation-MMBench: Assessing Context-Aware Creative Intelligence in MLLM
di: Fang, Xinyu, et al.
Pubblicazione: (2025)

Approaching Outside: Scaling Unsupervised 3D Object Detection from 2D Scene
di: Zhang, Ruiyang, et al.
Pubblicazione: (2024)