Cover Image

Decomposing Visual Classification: Assessing Tree-Based Reasoning in VLMs

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Elmansoury, Sary, Mesabah, Islam, Großmann, Gerrit, Neigel, Peter, Bhalwankar, Raj, Kondermann, Daniel, Vollmer, Sebastian J.
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

AURA: A Fine-Grained Benchmark and Decomposed Metric for Audio-Visual Reasoning
by: Galougah, Siminfar Samakoush, et al.
Published: (2025)

Ambiguous Annotations: When is a Pedestrian not a Pedestrian?
by: Schwirten, Luisa, et al.
Published: (2024)

VisRes Bench: On Evaluating the Visual Reasoning Capabilities of VLMs
by: Törtei, Brigitta Malagurski, et al.
Published: (2025)

VLMs have Tunnel Vision: Evaluating Nonlocal Visual Reasoning in Leading VLMs
by: Berman, Shmuel, et al.
Published: (2025)

Focusing by Contrastive Attention: Enhancing VLMs' Visual Reasoning
by: Ge, Yuyao, et al.
Published: (2025)

VRIQ: Benchmarking and Analyzing Visual-Reasoning IQ of VLMs
by: Khezresmaeilzadeh, Tina, et al.
Published: (2026)

Beyond Shortcuts: Mitigating Visual Illusions in Frozen VLMs via Qualitative Reasoning
by: Guo, Hao, et al.
Published: (2026)

Can VLMs be used on videos for action recognition? LLMs are Visual Reasoning Coordinators
by: Lunia, Harsh
Published: (2024)

Vision Verification Enhanced Fusion of VLMs for Efficient Visual Reasoning
by: Tekin, Selim Furkan, et al.
Published: (2026)

Adaptive Chain-of-Focus Reasoning via Dynamic Visual Search and Zooming for Efficient VLMs
by: Zhang, Xintong, et al.
Published: (2025)

No Need to Sacrifice Data Quality for Quantity: Crowd-Informed Machine Annotation for Cost-Effective Understanding of Visual Data
by: Klugmann, Christopher, et al.
Published: (2024)

Activating Visual Context and Commonsense Reasoning through Masked Prediction in VLMs
by: Yu, Jiaao, et al.
Published: (2025)

Think Twice to See More: Iterative Visual Reasoning in Medical VLMs
by: Chen, Kaitao, et al.
Published: (2025)

CLGRPO: Reasoning Ability Enhancement for Small VLMs
by: Wang, Fanyi, et al.
Published: (2025)

Assessing Situational and Spatial Awareness of VLMs with Synthetically Generated Video
by: Benschop, Pascal, et al.
Published: (2026)

Visual Structures Helps Visual Reasoning: Addressing the Binding Problem in VLMs
by: Izadi, Amirmohammad, et al.
Published: (2025)

Thinking with Gaze: Sequential Eye-Tracking as Visual Reasoning Supervision for Medical VLMs
by: Li, Yiwei, et al.
Published: (2026)

Test-Time Reasoning Through Visual Human Preferences with VLMs and Soft Rewards
by: Gambashidze, Alexander, et al.
Published: (2025)

Decompose and Compare Consistency: Measuring VLMs' Answer Reliability via Task-Decomposition Consistency Comparison
by: Yang, Qian, et al.
Published: (2024)

Decomposed On-Policy Distillation for Vision-Language Reasoning: Steering Gradients for Visual Grounding
by: Yoon, Hee Suk, et al.
Published: (2026)

How Auxiliary Reasoning Unleashes GUI Grounding in VLMs
by: Li, Weiming, et al.
Published: (2025)

iVISPAR -- An Interactive Visual-Spatial Reasoning Benchmark for VLMs
by: Mayer, Julius, et al.
Published: (2025)

Improved Zero-Shot Classification by Adapting VLMs with Text Descriptions
by: Saha, Oindrila, et al.
Published: (2024)

Caption This, Reason That: VLMs Caught in the Middle
by: Weng, Zihan, et al.
Published: (2025)

ConMe: Rethinking Evaluation of Compositional Reasoning for Modern VLMs
by: Huang, Irene, et al.
Published: (2024)

TIR-Flow: Active Video Search and Reasoning with Frozen VLMs
by: Jin, Hongbo, et al.
Published: (2026)

Toward Inherently Robust VLMs Against Visual Perception Attacks
by: MohajerAnsari, Pedram, et al.
Published: (2025)

Prism: A Framework for Decoupling and Assessing the Capabilities of VLMs
by: Qiao, Yuxuan, et al.
Published: (2024)

Probing Visual Language Priors in VLMs
by: Luo, Tiange, et al.
Published: (2024)

De-fine: Decomposing and Refining Visual Programs with Auto-Feedback
by: Gao, Minghe, et al.
Published: (2023)

ViFP: A Framework for Visual False Positive Detection to Enhance Reasoning Reliability in VLMs
by: Zhang, Ben, et al.
Published: (2025)

Can you SPLICE it together? A Human Curated Benchmark for Probing Visual Reasoning in VLMs
by: Ballout, Mohamad, et al.
Published: (2025)

Benchmarking VLMs' Reasoning About Persuasive Atypical Images
by: Malakouti, Sina, et al.
Published: (2024)

NICE FACT: Diagnosing and Calibrating VLMs in Quantitative Reasoning for Kinematic Physics
by: Lan, Jian, et al.
Published: (2026)

From Label Error Detection to Correction: A Modular Framework and Benchmark for Object Detection Datasets
by: Penquitt, Sarina, et al.
Published: (2025)

Minority Reports: Balancing Cost and Quality in Ground Truth Data Annotation
by: Liao, Hsuan Wei, et al.
Published: (2025)

[De|Re]constructing VLMs' Reasoning in Counting
by: Alghisi, Simone, et al.
Published: (2025)

Starve to Perceive: Taming Lazy Perception in VLMs with Constrained Visual Bandwidth
by: Wu, Yuhuan, et al.
Published: (2026)

HIVTP: A Training-Free Method to Improve VLMs Efficiency via Hierarchical Visual Token Pruning Using Middle-Layer-Based Importance Score
by: Xu, Jingqi, et al.
Published: (2025)

Decomposed Attention Fusion in MLLMs for Training-Free Video Reasoning Segmentation
by: Han, Su Ho, et al.
Published: (2025)