SemVink: Advancing VLMs' Semantic Understanding of Optical Illusions via Visual Global Thinking
Fuente:
arXiv
Saved in:
| Main Authors: | Li, Sifan, Cai, Yujun, Wang, Yiwei |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Vision Language Models Map Logos to Text via Semantic Entanglement in the Visual Projector
by: Li, Sifan, et al.
Published: (2025)
by: Li, Sifan, et al.
Published: (2025)
$A^2R^2$: Advancing Img2LaTeX Conversion via Visual Reasoning with Attention-Guided Refinement
by: Li, Zhecheng, et al.
Published: (2025)
by: Li, Zhecheng, et al.
Published: (2025)
ViewFusion: Structured Spatial Thinking Chains for Multi-View Reasoning
by: Tao, Xingjian, et al.
Published: (2026)
by: Tao, Xingjian, et al.
Published: (2026)
Are VLMs Seeing or Just Saying? Uncovering the Illusion of Visual Re-examination
by: Shi, Chufan, et al.
Published: (2026)
by: Shi, Chufan, et al.
Published: (2026)
Autoregressive Semantic Visual Reconstruction Helps VLMs Understand Better
by: Wang, Dianyi, et al.
Published: (2025)
by: Wang, Dianyi, et al.
Published: (2025)
Texture or Semantics? Vision-Language Models Get Lost in Font Recognition
by: Li, Zhecheng, et al.
Published: (2025)
by: Li, Zhecheng, et al.
Published: (2025)
IllusionVQA: A Challenging Optical Illusion Dataset for Vision Language Models
by: Shahgir, Haz Sameen, et al.
Published: (2024)
by: Shahgir, Haz Sameen, et al.
Published: (2024)
On the Perception Bottleneck of VLMs for Chart Understanding
by: Liu, Junteng, et al.
Published: (2025)
by: Liu, Junteng, et al.
Published: (2025)
Beyond Shortcuts: Mitigating Visual Illusions in Frozen VLMs via Qualitative Reasoning
by: Guo, Hao, et al.
Published: (2026)
by: Guo, Hao, et al.
Published: (2026)
HallusionBench: An Advanced Diagnostic Suite for Entangled Language Hallucination and Visual Illusion in Large Vision-Language Models
by: Guan, Tianrui, et al.
Published: (2023)
by: Guan, Tianrui, et al.
Published: (2023)
Generalist Scanner Meets Specialist Locator: A Synergistic Coarse-to-Fine Framework for Robust GUI Grounding
by: Li, Zhecheng, et al.
Published: (2025)
by: Li, Zhecheng, et al.
Published: (2025)
Semantic-Aware Adaptive Visual Memory for Streaming Video Understanding
by: Wu, Hang, et al.
Published: (2026)
by: Wu, Hang, et al.
Published: (2026)
CIVET: Systematic Evaluation of Understanding in VLMs
by: Rizzoli, Massimo, et al.
Published: (2025)
by: Rizzoli, Massimo, et al.
Published: (2025)
VLMs Need Words: Vision Language Models Ignore Visual Detail In Favor of Semantic Anchors
by: Shahgir, Haz Sameen, et al.
Published: (2026)
by: Shahgir, Haz Sameen, et al.
Published: (2026)
Thinking-while-Generating: Interleaving Textual Reasoning throughout Visual Generation
by: Guo, Ziyu, et al.
Published: (2025)
by: Guo, Ziyu, et al.
Published: (2025)
Illusory VQA: Benchmarking and Enhancing Multimodal Models on Visual Illusions
by: Rostamkhani, Mohammadmostafa, et al.
Published: (2024)
by: Rostamkhani, Mohammadmostafa, et al.
Published: (2024)
Do VLMs Perceive or Recall? Probing Visual Perception vs. Memory with Classic Visual Illusions
by: Sun, Xiaoxiao, et al.
Published: (2026)
by: Sun, Xiaoxiao, et al.
Published: (2026)
Beyond End-to-End VLMs: Leveraging Intermediate Text Representations for Superior Flowchart Understanding
by: Ye, Junyi, et al.
Published: (2024)
by: Ye, Junyi, et al.
Published: (2024)
Illusion-Aware Visual Preprocessing and Anti-Illusion Prompting for Classic Illusion Understanding in Vision-Language Models
by: Zha, Junli, et al.
Published: (2026)
by: Zha, Junli, et al.
Published: (2026)
Cure or Poison? Embedding Instructions Visually Alters Hallucination in Vision-Language Models
by: Wang, Zhaochen, et al.
Published: (2025)
by: Wang, Zhaochen, et al.
Published: (2025)
Global-Local Tree Search in VLMs for 3D Indoor Scene Generation
by: Deng, Wei, et al.
Published: (2025)
by: Deng, Wei, et al.
Published: (2025)
Mitigating Coordinate Prediction Bias from Positional Encoding Failures
by: Tao, Xingjian, et al.
Published: (2025)
by: Tao, Xingjian, et al.
Published: (2025)
Understanding and Rectifying Safety Perception Distortion in VLMs
by: Zou, Xiaohan, et al.
Published: (2025)
by: Zou, Xiaohan, et al.
Published: (2025)
What They Saw, Not Just Where They Looked: Semantic Scanpath Similarity via VLMs and NLP metric
by: Kerkouri, Mohamed Amine, et al.
Published: (2026)
by: Kerkouri, Mohamed Amine, et al.
Published: (2026)
TechING: Towards Real World Technical Image Understanding via VLMs
by: Nadeem, Tafazzul, et al.
Published: (2026)
by: Nadeem, Tafazzul, et al.
Published: (2026)
The Illusion-Illusion: Vision Language Models See Illusions Where There are None
by: Ullman, Tomer
Published: (2024)
by: Ullman, Tomer
Published: (2024)
Sensitivity of Generative VLMs to Semantically and Lexically Altered Prompts
by: Dumpala, Sri Harsha, et al.
Published: (2024)
by: Dumpala, Sri Harsha, et al.
Published: (2024)
Are VLMs Really Blind
by: Singh, Ayush, et al.
Published: (2024)
by: Singh, Ayush, et al.
Published: (2024)
Thinking with Gaze: Sequential Eye-Tracking as Visual Reasoning Supervision for Medical VLMs
by: Li, Yiwei, et al.
Published: (2026)
by: Li, Yiwei, et al.
Published: (2026)
How does Watermarking Affect Visual Language Models in Document Understanding?
by: Xu, Chunxue, et al.
Published: (2025)
by: Xu, Chunxue, et al.
Published: (2025)
DualToken: Towards Unifying Visual Understanding and Generation with Dual Visual Vocabularies
by: Song, Wei, et al.
Published: (2025)
by: Song, Wei, et al.
Published: (2025)
From Text to Pixel: Advancing Long-Context Understanding in MLLMs
by: Lu, Yujie, et al.
Published: (2024)
by: Lu, Yujie, et al.
Published: (2024)
iVISPAR -- An Interactive Visual-Spatial Reasoning Benchmark for VLMs
by: Mayer, Julius, et al.
Published: (2025)
by: Mayer, Julius, et al.
Published: (2025)
Can VLMs Recall Factual Associations From Visual References?
by: Ashok, Dhananjay, et al.
Published: (2025)
by: Ashok, Dhananjay, et al.
Published: (2025)
VisionFoundry: Teaching VLMs Visual Perception with Synthetic Images
by: Zhou, Guanyu, et al.
Published: (2026)
by: Zhou, Guanyu, et al.
Published: (2026)
Prism: A Framework for Decoupling and Assessing the Capabilities of VLMs
by: Qiao, Yuxuan, et al.
Published: (2024)
by: Qiao, Yuxuan, et al.
Published: (2024)
Look Again, Think Slowly: Enhancing Visual Reflection in Vision-Language Models
by: Jian, Pu, et al.
Published: (2025)
by: Jian, Pu, et al.
Published: (2025)
UHR-Micro: Diagnosing and Mitigating the Resolution Illusion in Earth Observation VLMs
by: Ni, Shuo, et al.
Published: (2026)
by: Ni, Shuo, et al.
Published: (2026)
[De|Re]constructing VLMs' Reasoning in Counting
by: Alghisi, Simone, et al.
Published: (2025)
by: Alghisi, Simone, et al.
Published: (2025)
Reasmory: 3D Reconstruction as Explicit Memory for VLMs Spatial Reasoning
by: He, Jixuan, et al.
Published: (2026)
by: He, Jixuan, et al.
Published: (2026)
Similar Items
-
Vision Language Models Map Logos to Text via Semantic Entanglement in the Visual Projector
by: Li, Sifan, et al.
Published: (2025) -
$A^2R^2$: Advancing Img2LaTeX Conversion via Visual Reasoning with Attention-Guided Refinement
by: Li, Zhecheng, et al.
Published: (2025) -
ViewFusion: Structured Spatial Thinking Chains for Multi-View Reasoning
by: Tao, Xingjian, et al.
Published: (2026) -
Are VLMs Seeing or Just Saying? Uncovering the Illusion of Visual Re-examination
by: Shi, Chufan, et al.
Published: (2026) -
Autoregressive Semantic Visual Reconstruction Helps VLMs Understand Better
by: Wang, Dianyi, et al.
Published: (2025)