Reasoning under Vision: Understanding Visual-Spatial Cognition in Vision-Language Models for CAPTCHA
Fuente:
arXiv
Saved in:
| Main Authors: | Song, Python, Chang, Luke Tenyi, Tsai, Yun-Yun, Li, Penghui, Yang, Junfeng |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
NuScenes-SpatialQA: A Spatial Understanding and Reasoning Benchmark for Vision-Language Models in Autonomous Driving
by: Tian, Kexin, et al.
Published: (2025)
by: Tian, Kexin, et al.
Published: (2025)
Reinforcing Spatial Reasoning in Vision-Language Models with Interwoven Thinking and Visual Drawing
by: Wu, Junfei, et al.
Published: (2025)
by: Wu, Junfei, et al.
Published: (2025)
Towards Difficulty-Agnostic Efficient Transfer Learning for Vision-Language Models
by: Yang, Yongjin, et al.
Published: (2023)
by: Yang, Yongjin, et al.
Published: (2023)
SpaceMind: Camera-Guided Modality Fusion for Spatial Reasoning in Vision-Language Models
by: Zhao, Ruosen, et al.
Published: (2025)
by: Zhao, Ruosen, et al.
Published: (2025)
SD-VLM: Spatial Measuring and Understanding with Depth-Encoded Vision-Language Models
by: Chen, Pingyi, et al.
Published: (2025)
by: Chen, Pingyi, et al.
Published: (2025)
Index-Preserving Lightweight Token Pruning for Efficient Document Understanding in Vision-Language Models
by: Son, Jaemin, et al.
Published: (2025)
by: Son, Jaemin, et al.
Published: (2025)
MultihopSpatial: Multi-hop Compositional Spatial Reasoning Benchmark for Vision-Language Model
by: Lee, Youngwan, et al.
Published: (2026)
by: Lee, Youngwan, et al.
Published: (2026)
Reason-RFT: Reinforcement Fine-Tuning for Visual Reasoning of Vision Language Models
by: Tan, Huajie, et al.
Published: (2025)
by: Tan, Huajie, et al.
Published: (2025)
MoCHA: Advanced Vision-Language Reasoning with MoE Connector and Hierarchical Group Attention
by: Pang, Yuqi, et al.
Published: (2025)
by: Pang, Yuqi, et al.
Published: (2025)
CompareBench: A Benchmark for Visual Comparison Reasoning in Vision-Language Models
by: Cai, Jie, et al.
Published: (2025)
by: Cai, Jie, et al.
Published: (2025)
SpaRE: Enhancing Spatial Reasoning in Vision-Language Models with Synthetic Data
by: Ogezi, Michael, et al.
Published: (2025)
by: Ogezi, Michael, et al.
Published: (2025)
SimpleLLM4AD: An End-to-End Vision-Language Model with Graph Visual Question Answering for Autonomous Driving
by: Zheng, Peiru, et al.
Published: (2024)
by: Zheng, Peiru, et al.
Published: (2024)
SpatialLadder: Progressive Training for Spatial Reasoning in Vision-Language Models
by: Li, Hongxing, et al.
Published: (2025)
by: Li, Hongxing, et al.
Published: (2025)
Learning to Look: Cognitive Attention Alignment with Vision-Language Models
by: Yang, Ryan L., et al.
Published: (2025)
by: Yang, Ryan L., et al.
Published: (2025)
Adapting Lightweight Vision Language Models for Radiological Visual Question Answering
by: Shourya, Aditya, et al.
Published: (2025)
by: Shourya, Aditya, et al.
Published: (2025)
Enhancing Spatial Reasoning through Visual and Textual Thinking
by: Liang, Xun, et al.
Published: (2025)
by: Liang, Xun, et al.
Published: (2025)
Language Models Can See Better: Visual Contrastive Decoding For LLM Multimodal Reasoning
by: Pang, Yuqi, et al.
Published: (2025)
by: Pang, Yuqi, et al.
Published: (2025)
A Cognitive Evaluation Benchmark of Image Reasoning and Description for Large Vision-Language Models
by: Song, Xiujie, et al.
Published: (2024)
by: Song, Xiujie, et al.
Published: (2024)
Perception Before Reasoning: Two-Stage Reinforcement Learning for Visual Reasoning in Vision-Language Models
by: Chen, Yan, et al.
Published: (2025)
by: Chen, Yan, et al.
Published: (2025)
Counting Circuits: Mechanistic Interpretability of Visual Reasoning in Large Vision-Language Models
by: Che, Liwei, et al.
Published: (2026)
by: Che, Liwei, et al.
Published: (2026)
Distilling 3D Spatial Reasoning into a Lightweight Vision-Language Model with CoT
by: Asfour, Alaa, et al.
Published: (2026)
by: Asfour, Alaa, et al.
Published: (2026)
Self-Evolving Spatial Reasoning in Vision Language Models via Geometric Logic Consistency
by: Liu, Junming, et al.
Published: (2026)
by: Liu, Junming, et al.
Published: (2026)
Towards Calibrated Robust Fine-Tuning of Vision-Language Models
by: Oh, Changdae, et al.
Published: (2023)
by: Oh, Changdae, et al.
Published: (2023)
Skill-Conditioned Visual Geolocation for Vision-Language Models
by: Yang, Chenjie, et al.
Published: (2026)
by: Yang, Chenjie, et al.
Published: (2026)
Efficient Few-Shot Learning in Remote Sensing: Fusing Vision and Vision-Language Models
by: Chua, Jia Yun, et al.
Published: (2025)
by: Chua, Jia Yun, et al.
Published: (2025)
OmniSpatial: Towards Comprehensive Spatial Reasoning Benchmark for Vision Language Models
by: Jia, Mengdi, et al.
Published: (2025)
by: Jia, Mengdi, et al.
Published: (2025)
CaptchaMind: Training CAPTCHA Solvers via Reinforcement Learning with Explicit Reasoning Supervision
by: Wang, Pengcheng, et al.
Published: (2026)
by: Wang, Pengcheng, et al.
Published: (2026)
InsightSee: Advancing Multi-agent Vision-Language Models for Enhanced Visual Understanding
by: Zhang, Huaxiang, et al.
Published: (2024)
by: Zhang, Huaxiang, et al.
Published: (2024)
Cross-Layer Vision Smoothing: Enhancing Visual Understanding via Sustained Focus on Key Objects in Large Vision-Language Models
by: Zhao, Jianfei, et al.
Published: (2025)
by: Zhao, Jianfei, et al.
Published: (2025)
RoboRefer: Towards Spatial Referring with Reasoning in Vision-Language Models for Robotics
by: Zhou, Enshen, et al.
Published: (2025)
by: Zhou, Enshen, et al.
Published: (2025)
Is A Picture Worth A Thousand Words? Delving Into Spatial Reasoning for Vision Language Models
by: Wang, Jiayu, et al.
Published: (2024)
by: Wang, Jiayu, et al.
Published: (2024)
Enhancing Vision-Language Models for Autonomous Driving through Task-Specific Prompting and Spatial Reasoning
by: Wu, Aodi, et al.
Published: (2025)
by: Wu, Aodi, et al.
Published: (2025)
CityCube: Benchmarking Cross-view Spatial Reasoning on Vision-Language Models in Urban Environments
by: Xu, Haotian, et al.
Published: (2026)
by: Xu, Haotian, et al.
Published: (2026)
Lost in Space: Probing Fine-grained Spatial Understanding in Vision and Language Resamplers
by: Pantazopoulos, Georgios, et al.
Published: (2024)
by: Pantazopoulos, Georgios, et al.
Published: (2024)
Diagnosing Bottlenecks in Data Visualization Understanding by Vision-Language Models
by: Tartaglini, Alexa R., et al.
Published: (2025)
by: Tartaglini, Alexa R., et al.
Published: (2025)
Fine-Tuning Vision-Language Models for Visual Navigation Assistance
by: Li, Xiao, et al.
Published: (2025)
by: Li, Xiao, et al.
Published: (2025)
LatentPilot: Scene-Aware Vision-and-Language Navigation by Dreaming Ahead with Latent Visual Reasoning
by: Hao, Haihong, et al.
Published: (2026)
by: Hao, Haihong, et al.
Published: (2026)
ViSA-Enhanced Aerial VLN: A Visual-Spatial Reasoning Enhanced Framework for Aerial Vision-Language Navigation
by: Tong, Haoyu, et al.
Published: (2026)
by: Tong, Haoyu, et al.
Published: (2026)
Surgical-LLaVA: Toward Surgical Scenario Understanding via Large Language and Vision Models
by: Jin, Juseong, et al.
Published: (2024)
by: Jin, Juseong, et al.
Published: (2024)
From Illusion to Intention: Visual Rationale Learning for Vision-Language Reasoning
by: Wang, Changpeng, et al.
Published: (2025)
by: Wang, Changpeng, et al.
Published: (2025)
Similar Items
-
NuScenes-SpatialQA: A Spatial Understanding and Reasoning Benchmark for Vision-Language Models in Autonomous Driving
by: Tian, Kexin, et al.
Published: (2025) -
Reinforcing Spatial Reasoning in Vision-Language Models with Interwoven Thinking and Visual Drawing
by: Wu, Junfei, et al.
Published: (2025) -
Towards Difficulty-Agnostic Efficient Transfer Learning for Vision-Language Models
by: Yang, Yongjin, et al.
Published: (2023) -
SpaceMind: Camera-Guided Modality Fusion for Spatial Reasoning in Vision-Language Models
by: Zhao, Ruosen, et al.
Published: (2025) -
SD-VLM: Spatial Measuring and Understanding with Depth-Encoded Vision-Language Models
by: Chen, Pingyi, et al.
Published: (2025)