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2404.10193
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Consistency and Uncertainty: Identifying Unreliable Responses From Black-Box Vision-Language Models for Selective Visual Question Answering
16 April 2024
Zaid Khan
Yun Fu
AAML
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Papers citing
"Consistency and Uncertainty: Identifying Unreliable Responses From Black-Box Vision-Language Models for Selective Visual Question Answering"
7 / 7 papers shown
Title
Mapping User Trust in Vision Language Models: Research Landscape, Challenges, and Prospects
Agnese Chiatti
Sara Bernardini
Lara Shibelski Godoy Piccolo
Viola Schiaffonati
Matteo Matteucci
55
0
0
08 May 2025
Entropy Heat-Mapping: Localizing GPT-Based OCR Errors with Sliding-Window Shannon Analysis
Alexei Kaltchenko
37
0
0
30 Apr 2025
Seeing and Reasoning with Confidence: Supercharging Multimodal LLMs with an Uncertainty-Aware Agentic Framework
Zhuo Zhi
Chen Feng
Adam Daneshmend
Mine Orlu
Andreas Demosthenous
L. Yin
Da Li
Ziquan Liu
Miguel R. D. Rodrigues
LRM
59
1
0
11 Mar 2025
Improving Medical Diagnostics with Vision-Language Models: Convex Hull-Based Uncertainty Analysis
Ferhat Ozgur Catak
Murat Kuzlu
Taylor Patrick
81
0
0
24 Nov 2024
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models
Junnan Li
Dongxu Li
Silvio Savarese
Steven C. H. Hoi
VLM
MLLM
244
4,186
0
30 Jan 2023
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation
Junnan Li
Dongxu Li
Caiming Xiong
S. Hoi
MLLM
BDL
VLM
CLIP
385
4,010
0
28 Jan 2022
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles
Balaji Lakshminarayanan
Alexander Pritzel
Charles Blundell
UQCV
BDL
268
5,635
0
05 Dec 2016
1