Prototypicality Bias Reveals Blindspots in Multimodal Evaluation Metrics
Fuente:
arXiv
Saved in:
| Main Authors: | Roy, Subhadeep, Bhatia, Gagan, Eger, Steffen |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
TikZilla: Scaling Text-to-TikZ with High-Quality Data and Reinforcement Learning
by: Greisinger, Christian, et al.
Published: (2026)
by: Greisinger, Christian, et al.
Published: (2026)
Qalam : A Multimodal LLM for Arabic Optical Character and Handwriting Recognition
by: Bhatia, Gagan, et al.
Published: (2024)
by: Bhatia, Gagan, et al.
Published: (2024)
Uncovering Conceptual Blindspots in Generative Image Models Using Sparse Autoencoders
by: Bohacek, Matyas, et al.
Published: (2025)
by: Bohacek, Matyas, et al.
Published: (2025)
3DFroMLLM: 3D Prototype Generation only from Pretrained Multimodal LLMs
by: Ahmed, Noor, et al.
Published: (2025)
by: Ahmed, Noor, et al.
Published: (2025)
ScImage: How Good Are Multimodal Large Language Models at Scientific Text-to-Image Generation?
by: Zhang, Leixin, et al.
Published: (2024)
by: Zhang, Leixin, et al.
Published: (2024)
MAJORScore: A Novel Metric for Evaluating Multimodal Relevance via Joint Representation
by: Du, Zhicheng, et al.
Published: (2025)
by: Du, Zhicheng, et al.
Published: (2025)
Multimodal Prototype-Enhanced Network for Few-Shot Action Recognition
by: Ni, Xinzhe, et al.
Published: (2022)
by: Ni, Xinzhe, et al.
Published: (2022)
DPU: Dynamic Prototype Updating for Multimodal Out-of-Distribution Detection
by: Li, Shawn, et al.
Published: (2024)
by: Li, Shawn, et al.
Published: (2024)
Multimodal Prototype Alignment for Semi-supervised Pathology Image Segmentation
by: Fu, Mingxi, et al.
Published: (2025)
by: Fu, Mingxi, et al.
Published: (2025)
Freeze and Reveal: Exposing Modality Bias in Vision-Language Models
by: Kavuri, Vivek Hruday, et al.
Published: (2025)
by: Kavuri, Vivek Hruday, et al.
Published: (2025)
QEVA: A Reference-Free Evaluation Metric for Narrative Video Summarization with Multimodal Question Answering
by: Jung, Woojun, et al.
Published: (2026)
by: Jung, Woojun, et al.
Published: (2026)
PISA-Bench: The PISA Index as a Multilingual and Multimodal Metric for the Evaluation of Vision-Language Models
by: Haller, Patrick, et al.
Published: (2025)
by: Haller, Patrick, et al.
Published: (2025)
Pedestrian Crossing Intention Prediction Using Multimodal Fusion Network
by: Li, Yuanzhe, et al.
Published: (2025)
by: Li, Yuanzhe, et al.
Published: (2025)
ConceptScope: Characterizing Dataset Bias via Disentangled Visual Concepts
by: Choi, Jinho, et al.
Published: (2025)
by: Choi, Jinho, et al.
Published: (2025)
CulturalFrames: Assessing Cultural Expectation Alignment in Text-to-Image Models and Evaluation Metrics
by: Nayak, Shravan, et al.
Published: (2025)
by: Nayak, Shravan, et al.
Published: (2025)
Physics-Based Benchmarking Metrics for Multimodal Synthetic Images
by: Gupta, Kishor Datta, et al.
Published: (2025)
by: Gupta, Kishor Datta, et al.
Published: (2025)
StyleX: A Trainable Metric for X-ray Style Distances
by: Eckert, Dominik, et al.
Published: (2024)
by: Eckert, Dominik, et al.
Published: (2024)
Multimodal Political Bias Identification and Neutralization
by: Bernard, Cedric, et al.
Published: (2025)
by: Bernard, Cedric, et al.
Published: (2025)
Sum of Group Error Differences: A Critical Examination of Bias Evaluation in Biometric Verification and a Dual-Metric Measure
by: Elobaid, Alaa, et al.
Published: (2024)
by: Elobaid, Alaa, et al.
Published: (2024)
Revealing Temporal Label Noise in Multimodal Hateful Video Classification
by: Yang, Shuonan, et al.
Published: (2025)
by: Yang, Shuonan, et al.
Published: (2025)
CROC: Evaluating and Training T2I Metrics with Pseudo- and Human-Labeled Contrastive Robustness Checks
by: Leiter, Christoph, et al.
Published: (2025)
by: Leiter, Christoph, et al.
Published: (2025)
SAGE: Spuriousness-Aware Guided Prompt Exploration for Mitigating Multimodal Bias
by: Ye, Wenqian, et al.
Published: (2025)
by: Ye, Wenqian, et al.
Published: (2025)
Process Integrated Computer Vision for Real-Time Failure Prediction in Steel Rolling Mill
by: Kurrey, Vaibhav, et al.
Published: (2025)
by: Kurrey, Vaibhav, et al.
Published: (2025)
FLEUR: An Explainable Reference-Free Evaluation Metric for Image Captioning Using a Large Multimodal Model
by: Lee, Yebin, et al.
Published: (2024)
by: Lee, Yebin, et al.
Published: (2024)
SHOE: Semantic HOI Open-Vocabulary Evaluation Metric
by: Noack, Maja, et al.
Published: (2026)
by: Noack, Maja, et al.
Published: (2026)
Attribute Based Interpretable Evaluation Metrics for Generative Models
by: Kim, Dongkyun, et al.
Published: (2023)
by: Kim, Dongkyun, et al.
Published: (2023)
Demographic Fairness in Multimodal LLMs: A Benchmark of Gender and Ethnicity Bias in Face Verification
by: Öztürk, Ünsal, et al.
Published: (2026)
by: Öztürk, Ünsal, et al.
Published: (2026)
Libra-MIL: Multimodal Prototypes Stereoscopic Infused with Task-specific Language Priors for Few-shot Whole Slide Image Classification
by: Zhuang, Zhenfeng, et al.
Published: (2025)
by: Zhuang, Zhenfeng, et al.
Published: (2025)
Pseudo-Unification: Entropy Probing Reveals Divergent Information Patterns in Unified Multimodal Models
by: Yang, Songlin, et al.
Published: (2026)
by: Yang, Songlin, et al.
Published: (2026)
Logic Unseen: Revealing the Logical Blindspots of Vision-Language Models
by: Zhou, Yuchen, et al.
Published: (2025)
by: Zhou, Yuchen, et al.
Published: (2025)
BodyMetric: Evaluating the Realism of Human Bodies in Text-to-Image Generation
by: Andreou, Nefeli, et al.
Published: (2024)
by: Andreou, Nefeli, et al.
Published: (2024)
SAMScore: A Content Structural Similarity Metric for Image Translation Evaluation
by: Li, Yunxiang, et al.
Published: (2023)
by: Li, Yunxiang, et al.
Published: (2023)
Comprehensive Equity Index (CEI): Definition and Application to Bias Evaluation in Biometrics
by: Solano, Imanol, et al.
Published: (2024)
by: Solano, Imanol, et al.
Published: (2024)
MIBench: Evaluating LMMs on Multimodal Interaction
by: Miao, Yu, et al.
Published: (2026)
by: Miao, Yu, et al.
Published: (2026)
STREAM: Spatio-TempoRal Evaluation and Analysis Metric for Video Generative Models
by: Kim, Pum Jun, et al.
Published: (2024)
by: Kim, Pum Jun, et al.
Published: (2024)
Fairness Under Cover: Evaluating the Impact of Occlusions on Demographic Bias in Facial Recognition
by: Mamede, Rafael M., et al.
Published: (2024)
by: Mamede, Rafael M., et al.
Published: (2024)
FAIntbench: A Holistic and Precise Benchmark for Bias Evaluation in Text-to-Image Models
by: Luo, Hanjun, et al.
Published: (2024)
by: Luo, Hanjun, et al.
Published: (2024)
Certainly Uncertain: A Benchmark and Metric for Multimodal Epistemic and Aleatoric Awareness
by: Chandu, Khyathi Raghavi, et al.
Published: (2024)
by: Chandu, Khyathi Raghavi, et al.
Published: (2024)
Polos: Multimodal Metric Learning from Human Feedback for Image Captioning
by: Wada, Yuiga, et al.
Published: (2024)
by: Wada, Yuiga, et al.
Published: (2024)
Negative Prototypes Guided Contrastive Learning for WSOD
by: Zhang, Yu, et al.
Published: (2024)
by: Zhang, Yu, et al.
Published: (2024)
Similar Items
-
TikZilla: Scaling Text-to-TikZ with High-Quality Data and Reinforcement Learning
by: Greisinger, Christian, et al.
Published: (2026) -
Qalam : A Multimodal LLM for Arabic Optical Character and Handwriting Recognition
by: Bhatia, Gagan, et al.
Published: (2024) -
Uncovering Conceptual Blindspots in Generative Image Models Using Sparse Autoencoders
by: Bohacek, Matyas, et al.
Published: (2025) -
3DFroMLLM: 3D Prototype Generation only from Pretrained Multimodal LLMs
by: Ahmed, Noor, et al.
Published: (2025) -
ScImage: How Good Are Multimodal Large Language Models at Scientific Text-to-Image Generation?
by: Zhang, Leixin, et al.
Published: (2024)