VLM-SubtleBench: How Far Are VLMs from Human-Level Subtle Comparative Reasoning?
Fuente:
arXiv
Guardado en:
| Autores principales: | Kim, Minkyu, Lee, Sangheon, Park, Dongmin |
|---|---|
| Formato: | Preprint |
| Publicado: |
2026
|
| Materias: | |
| Acceso en línea: | |
| Etiquetas: |
Agregar Etiqueta
Sin Etiquetas, Sea el primero en etiquetar este registro!
|
Ejemplares similares
Test-time Alignment of Diffusion Models without Reward Over-optimization
por: Kim, Sunwoo, et al.
Publicado: (2025)
por: Kim, Sunwoo, et al.
Publicado: (2025)
RefDiffNet: Learning to Expose Subtle PCB Defects Before Detection
por: Edula, Vinay, et al.
Publicado: (2026)
por: Edula, Vinay, et al.
Publicado: (2026)
Rare-to-Frequent: Unlocking Compositional Generation Power of Diffusion Models on Rare Concepts with LLM Guidance
por: Park, Dongmin, et al.
Publicado: (2024)
por: Park, Dongmin, et al.
Publicado: (2024)
See and Fix the Flaws: Enabling VLMs and Diffusion Models to Comprehend Visual Artifacts via Agentic Data Synthesis
por: Park, Jaehyun, et al.
Publicado: (2026)
por: Park, Jaehyun, et al.
Publicado: (2026)
NeuroVLM-Bench: Evaluation of Vision-Enabled Large Language Models for Clinical Reasoning in Neurological Disorders
por: Dineva, Katarina Trojachanec, et al.
Publicado: (2026)
por: Dineva, Katarina Trojachanec, et al.
Publicado: (2026)
IndicVisionBench: Benchmarking Cultural and Multilingual Understanding in VLMs
por: Faraz, Ali, et al.
Publicado: (2025)
por: Faraz, Ali, et al.
Publicado: (2025)
Text-Aware Image Restoration with Diffusion Models
por: Min, Jaewon, et al.
Publicado: (2025)
por: Min, Jaewon, et al.
Publicado: (2025)
Text Change Detection in Multilingual Documents Using Image Comparison
por: Park, Doyoung, et al.
Publicado: (2024)
por: Park, Doyoung, et al.
Publicado: (2024)
Can VLMs Reason Robustly? A Neuro-Symbolic Investigation
por: Chen, Weixin, et al.
Publicado: (2026)
por: Chen, Weixin, et al.
Publicado: (2026)
ColorBench: Can VLMs See and Understand the Colorful World? A Comprehensive Benchmark for Color Perception, Reasoning, and Robustness
por: Liang, Yijun, et al.
Publicado: (2025)
por: Liang, Yijun, et al.
Publicado: (2025)
Visual Structures Helps Visual Reasoning: Addressing the Binding Problem in VLMs
por: Izadi, Amirmohammad, et al.
Publicado: (2025)
por: Izadi, Amirmohammad, et al.
Publicado: (2025)
Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints
por: Kumar, Sunil, et al.
Publicado: (2025)
por: Kumar, Sunil, et al.
Publicado: (2025)
Hard to See, Hard to Label: Generative and Symbolic Acquisition for Subtle Visual Phenomena
por: Prasad, Renjith, et al.
Publicado: (2026)
por: Prasad, Renjith, et al.
Publicado: (2026)
Dodgersort: Uncertainty-Aware VLM-Guided Human-in-the-Loop Pairwise Ranking
por: Park, Yujin, et al.
Publicado: (2026)
por: Park, Yujin, et al.
Publicado: (2026)
JUDO: A Juxtaposed Domain-Oriented Multimodal Reasoner for Industrial Anomaly QA
por: Kang, Hyunju, et al.
Publicado: (2026)
por: Kang, Hyunju, et al.
Publicado: (2026)
Unified Spatio-Temporal Token Scoring for Efficient Video VLMs
por: Zhang, Jianrui, et al.
Publicado: (2026)
por: Zhang, Jianrui, et al.
Publicado: (2026)
Shaking Up VLMs: Comparing Transformers and Structured State Space Models for Vision & Language Modeling
por: Pantazopoulos, Georgios, et al.
Publicado: (2024)
por: Pantazopoulos, Georgios, et al.
Publicado: (2024)
Through the Lens of Contrast: Self-Improving Visual Reasoning in VLMs
por: Pan, Zhiyu, et al.
Publicado: (2026)
por: Pan, Zhiyu, et al.
Publicado: (2026)
GFlowVLM: Enhancing Multi-step Reasoning in Vision-Language Models with Generative Flow Networks
por: Kang, Haoqiang, et al.
Publicado: (2025)
por: Kang, Haoqiang, et al.
Publicado: (2025)
Make VLM Recognize Visual Hallucination on Cartoon Character Image with Pose Information
por: Kim, Bumsoo, et al.
Publicado: (2024)
por: Kim, Bumsoo, et al.
Publicado: (2024)
Rethinking VLMs and LLMs for Image Classification
por: Cooper, Avi, et al.
Publicado: (2024)
por: Cooper, Avi, et al.
Publicado: (2024)
VLM in a flash: I/O-Efficient Sparsification of Vision-Language Model via Neuron Chunking
por: Yang, Kichang, et al.
Publicado: (2025)
por: Yang, Kichang, et al.
Publicado: (2025)
Have the VLMs Lost Confidence? A Study of Sycophancy in VLMs
por: Li, Shuo, et al.
Publicado: (2024)
por: Li, Shuo, et al.
Publicado: (2024)
CARES: Context-Aware Resolution Selector for VLMs
por: Kimhi, Moshe, et al.
Publicado: (2025)
por: Kimhi, Moshe, et al.
Publicado: (2025)
DASH: Detection and Assessment of Systematic Hallucinations of VLMs
por: Augustin, Maximilian, et al.
Publicado: (2025)
por: Augustin, Maximilian, et al.
Publicado: (2025)
Retrieval-Augmented VLMs for Multimodal Melanoma Diagnosis
por: Moon, Jihyun, et al.
Publicado: (2025)
por: Moon, Jihyun, et al.
Publicado: (2025)
Beyond Frequency: Seeing Subtle Cues Through the Lens of Spatial Decomposition for Fine-Grained Visual Classification
por: Xu, Qin, et al.
Publicado: (2025)
por: Xu, Qin, et al.
Publicado: (2025)
An Image Grid Can Be Worth a Video: Zero-shot Video Question Answering Using a VLM
por: Kim, Wonkyun, et al.
Publicado: (2024)
por: Kim, Wonkyun, et al.
Publicado: (2024)
IS-Bench: Evaluating Interactive Safety of VLM-Driven Embodied Agents in Daily Household Tasks
por: Lu, Xiaoya, et al.
Publicado: (2025)
por: Lu, Xiaoya, et al.
Publicado: (2025)
Hidden in plain sight: VLMs overlook their visual representations
por: Fu, Stephanie, et al.
Publicado: (2025)
por: Fu, Stephanie, et al.
Publicado: (2025)
Quo Vadis, Anomaly Detection? LLMs and VLMs in the Spotlight
por: Ding, Xi, et al.
Publicado: (2024)
por: Ding, Xi, et al.
Publicado: (2024)
DEAL: Disentangle and Localize Concept-level Explanations for VLMs
por: Li, Tang, et al.
Publicado: (2024)
por: Li, Tang, et al.
Publicado: (2024)
UniBench: Visual Reasoning Requires Rethinking Vision-Language Beyond Scaling
por: Al-Tahan, Haider, et al.
Publicado: (2024)
por: Al-Tahan, Haider, et al.
Publicado: (2024)
Galaxy Walker: Geometry-aware VLMs For Galaxy-scale Understanding
por: Chen, Tianyu, et al.
Publicado: (2025)
por: Chen, Tianyu, et al.
Publicado: (2025)
ArtifactLens: Hundreds of Labels Are Enough for Artifact Detection with VLMs
por: Burgess, James, et al.
Publicado: (2026)
por: Burgess, James, et al.
Publicado: (2026)
Do We Need Large VLMs for Spotting Soccer Actions?
por: Chakraborty, Ritabrata, et al.
Publicado: (2025)
por: Chakraborty, Ritabrata, et al.
Publicado: (2025)
DynaSolidGeo: A Dynamic Benchmark for Genuine Spatial Mathematical Reasoning of VLMs in Solid Geometry
por: Wu, Changti, et al.
Publicado: (2025)
por: Wu, Changti, et al.
Publicado: (2025)
Inference Optimal VLMs Need Fewer Visual Tokens and More Parameters
por: Li, Kevin Y., et al.
Publicado: (2024)
por: Li, Kevin Y., et al.
Publicado: (2024)
COVR:Collaborative Optimization of VLMs and RL Agent for Visual-Based Control
por: Xia, Canming, et al.
Publicado: (2026)
por: Xia, Canming, et al.
Publicado: (2026)
ChimpVLM: Ethogram-Enhanced Chimpanzee Behaviour Recognition
por: Brookes, Otto, et al.
Publicado: (2024)
por: Brookes, Otto, et al.
Publicado: (2024)
Ejemplares similares
-
Test-time Alignment of Diffusion Models without Reward Over-optimization
por: Kim, Sunwoo, et al.
Publicado: (2025) -
RefDiffNet: Learning to Expose Subtle PCB Defects Before Detection
por: Edula, Vinay, et al.
Publicado: (2026) -
Rare-to-Frequent: Unlocking Compositional Generation Power of Diffusion Models on Rare Concepts with LLM Guidance
por: Park, Dongmin, et al.
Publicado: (2024) -
See and Fix the Flaws: Enabling VLMs and Diffusion Models to Comprehend Visual Artifacts via Agentic Data Synthesis
por: Park, Jaehyun, et al.
Publicado: (2026) -
NeuroVLM-Bench: Evaluation of Vision-Enabled Large Language Models for Clinical Reasoning in Neurological Disorders
por: Dineva, Katarina Trojachanec, et al.
Publicado: (2026)