STORM: Benchmarking Visual Rating of MLLMs with a Comprehensive Ordinal Regression Dataset
Fuente:
arXiv
Saved in:
| Main Authors: | Wang, Jinhong, Tong, Shuo, liu, Jian, Tang, Dongqi, Chen, Jintai, Ying, Haochao, Xu, Hongxia, Chen, Danny, Wu, Jian |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
OrderChain: Towards General Instruct-Tuning for Stimulating the Ordinal Understanding Ability of MLLM
by: Wang, Jinhong, et al.
Published: (2025)
by: Wang, Jinhong, et al.
Published: (2025)
A Survey on Ordinal Regression: Applications, Advances and Prospects
by: Wang, Jinhong, et al.
Published: (2025)
by: Wang, Jinhong, et al.
Published: (2025)
Dual-level Fuzzy Learning with Patch Guidance for Image Ordinal Regression
by: Dong, Chunlai, et al.
Published: (2025)
by: Dong, Chunlai, et al.
Published: (2025)
PoCo: A Self-Supervised Approach via Polar Transformation Based Progressive Contrastive Learning for Ophthalmic Disease Diagnosis
by: Wang, Jinhong, et al.
Published: (2024)
by: Wang, Jinhong, et al.
Published: (2024)
Multi-rater Prompting for Ambiguous Medical Image Segmentation
by: Wang, Jinhong, et al.
Published: (2024)
by: Wang, Jinhong, et al.
Published: (2024)
Scalable Autoregressive Monocular Depth Estimation
by: Wang, Jinhong, et al.
Published: (2024)
by: Wang, Jinhong, et al.
Published: (2024)
LKM-UNet: Large Kernel Vision Mamba UNet for Medical Image Segmentation
by: Wang, Jinhong, et al.
Published: (2024)
by: Wang, Jinhong, et al.
Published: (2024)
Uncertainty-Aware Multi-Expert Knowledge Distillation for Imbalanced Disease Grading
by: Tong, Shuo, et al.
Published: (2025)
by: Tong, Shuo, et al.
Published: (2025)
Med-Scout: Curing MLLMs' Geometric Blindness in Medical Perception via Geometry-Aware RL Post-Training
by: Liu, Anglin, et al.
Published: (2026)
by: Liu, Anglin, et al.
Published: (2026)
Joint Explicit and Implicit Cross-Modal Interaction Network for Anterior Chamber Inflammation Diagnosis
by: Shao, Qian, et al.
Published: (2023)
by: Shao, Qian, et al.
Published: (2023)
Decouple, Reorganize, and Fuse: A Multimodal Framework for Cancer Survival Prediction
by: Wang, Huayi, et al.
Published: (2025)
by: Wang, Huayi, et al.
Published: (2025)
Curing Semantic Drift: A Dynamic Approach to Grounding Generation in Large Vision-Language Models
by: Chen, Jiahe, et al.
Published: (2025)
by: Chen, Jiahe, et al.
Published: (2025)
TeleOR: Real-time Telemedicine System for Full-Scene Operating Room
by: Wu, Yixuan, et al.
Published: (2024)
by: Wu, Yixuan, et al.
Published: (2024)
Towards Clinical Practice in CT-Based Pulmonary Disease Screening: An Efficient and Reliable Framework
by: Shao, Qian, et al.
Published: (2024)
by: Shao, Qian, et al.
Published: (2024)
AV-Reasoner: Improving and Benchmarking Clue-Grounded Audio-Visual Counting for MLLMs
by: Lu, Lidong, et al.
Published: (2025)
by: Lu, Lidong, et al.
Published: (2025)
Learning What Matters: Dynamic Dimension Selection and Aggregation for Interpretable Vision-Language Reward Modeling
by: Chen, Qiyuan, et al.
Published: (2026)
by: Chen, Qiyuan, et al.
Published: (2026)
AnyECG: Foundational Models for Multitask Cardiac Analysis in Real-World Settings
by: Wang, Yue, et al.
Published: (2024)
by: Wang, Yue, et al.
Published: (2024)
AI-Enhanced Virtual Reality in Medicine: A Comprehensive Survey
by: Wu, Yixuan, et al.
Published: (2024)
by: Wu, Yixuan, et al.
Published: (2024)
E-VAds: An E-commerce Short Videos Understanding Benchmark for MLLMs
by: Liu, Xianjie, et al.
Published: (2026)
by: Liu, Xianjie, et al.
Published: (2026)
HDMoE: A Hierarchical Decoupling-Fusion Mixture-of-Experts Framework for Multimodal Cancer Survival Prediction
by: Wang, Huayi, et al.
Published: (2026)
by: Wang, Huayi, et al.
Published: (2026)
Versatile and Risk-Sensitive Cardiac Diagnosis via Graph-Based ECG Signal Representation
by: Wang, Yue, et al.
Published: (2025)
by: Wang, Yue, et al.
Published: (2025)
CameraBench: Benchmarking Visual Reasoning in MLLMs via Photography
by: Fang, I-Sheng, et al.
Published: (2025)
by: Fang, I-Sheng, et al.
Published: (2025)
Visual Para-Thinker: Divide-and-Conquer Reasoning for Visual Comprehension
by: Xu, Haoran, et al.
Published: (2026)
by: Xu, Haoran, et al.
Published: (2026)
PunchBench: Benchmarking MLLMs in Multimodal Punchline Comprehension
by: Ouyang, Kun, et al.
Published: (2024)
by: Ouyang, Kun, et al.
Published: (2024)
MME-Reasoning: A Comprehensive Benchmark for Logical Reasoning in MLLMs
by: Yuan, Jiakang, et al.
Published: (2025)
by: Yuan, Jiakang, et al.
Published: (2025)
Seek-and-Solve: Benchmarking MLLMs for Visual Clue-Driven Reasoning in Daily Scenarios
by: Li, Xiaomin, et al.
Published: (2026)
by: Li, Xiaomin, et al.
Published: (2026)
PhysToolBench: Benchmarking Physical Tool Understanding for MLLMs
by: Zhang, Zixin, et al.
Published: (2025)
by: Zhang, Zixin, et al.
Published: (2025)
SV-RAG: LoRA-Contextualizing Adaptation of MLLMs for Long Document Understanding
by: Chen, Jian, et al.
Published: (2024)
by: Chen, Jian, et al.
Published: (2024)
OrdinalBench: A Benchmark Dataset for Diagnosing Generalization Limits in Ordinal Number Understanding of Vision-Language Models
by: Tozaki, Yusuke, et al.
Published: (2026)
by: Tozaki, Yusuke, et al.
Published: (2026)
QG-VTC: Question-Guided Visual Token Compression in MLLMs for Efficient VQA
by: Li, Shuai, et al.
Published: (2025)
by: Li, Shuai, et al.
Published: (2025)
IF-Bench: Benchmarking and Enhancing MLLMs for Infrared Images with Generative Visual Prompting
by: Zhang, Tao, et al.
Published: (2025)
by: Zhang, Tao, et al.
Published: (2025)
Personalized Heart Disease Detection via ECG Digital Twin Generation
by: Hu, Yaojun, et al.
Published: (2024)
by: Hu, Yaojun, et al.
Published: (2024)
Law of Vision Representation in MLLMs
by: Yang, Shijia, et al.
Published: (2024)
by: Yang, Shijia, et al.
Published: (2024)
Calibration of Ordinal Regression Networks
by: Kim, Daehwan, et al.
Published: (2024)
by: Kim, Daehwan, et al.
Published: (2024)
Can MLLMs Reason Beyond Language? VisReason: A Comprehensive Benchmark for Vision-Centric Reasoning
by: Guo, Longteng, et al.
Published: (2026)
by: Guo, Longteng, et al.
Published: (2026)
VisualQuest: A Benchmark for Abstract Visual Reasoning in MLLMs
by: Xiao, Kelaiti, et al.
Published: (2025)
by: Xiao, Kelaiti, et al.
Published: (2025)
Symmetric Perception and Ordinal Regression for Detecting Scoliosis Natural Image
by: Zhu, Xiaojia, et al.
Published: (2024)
by: Zhu, Xiaojia, et al.
Published: (2024)
EventBench: Towards Comprehensive Benchmarking of Event-based MLLMs
by: Liu, Shaoyu, et al.
Published: (2025)
by: Liu, Shaoyu, et al.
Published: (2025)
Benchmarking Large and Small MLLMs
by: Feng, Xuelu, et al.
Published: (2025)
by: Feng, Xuelu, et al.
Published: (2025)
MC-Bench: A Benchmark for Multi-Context Visual Grounding in the Era of MLLMs
by: Xu, Yunqiu, et al.
Published: (2024)
by: Xu, Yunqiu, et al.
Published: (2024)
Similar Items
-
OrderChain: Towards General Instruct-Tuning for Stimulating the Ordinal Understanding Ability of MLLM
by: Wang, Jinhong, et al.
Published: (2025) -
A Survey on Ordinal Regression: Applications, Advances and Prospects
by: Wang, Jinhong, et al.
Published: (2025) -
Dual-level Fuzzy Learning with Patch Guidance for Image Ordinal Regression
by: Dong, Chunlai, et al.
Published: (2025) -
PoCo: A Self-Supervised Approach via Polar Transformation Based Progressive Contrastive Learning for Ophthalmic Disease Diagnosis
by: Wang, Jinhong, et al.
Published: (2024) -
Multi-rater Prompting for Ambiguous Medical Image Segmentation
by: Wang, Jinhong, et al.
Published: (2024)