Reliable Visual Question Answering: Abstain Rather Than Answer
Incorrectly

Reliable Visual Question Answering: Abstain Rather Than Answer Incorrectly

28 April 2022

Spencer Whitehead

Joseph E. Gonzalez

Marcus Rohrbach

Papers citing "Reliable Visual Question Answering: Abstain Rather Than Answer Incorrectly"

15 / 15 papers shown

Title
QTG-VQA: Question-Type-Guided Architectural for VideoQA Systems Zhixian He Pengcheng Zhao Fuwei Zhang Shujin Lin 41 0 0 14 Sep 2024
Pre-Training Multimodal Hallucination Detectors with Corrupted Grounding Data Spencer Whitehead Jacob Phillips Sean Hendryx 31 0 0 30 Aug 2024
Teaching LLMs to Abstain across Languages via Multilingual Feedback Shangbin Feng Weijia Shi Yike Wang Wenxuan Ding Orevaoghene Ahia Shuyue Stella Li Vidhisha Balachandran Sunayana Sitaram Yulia Tsvetkov 69 4 0 22 Jun 2024
Detecting Multimodal Situations with Insufficient Context and Abstaining from Baseless Predictions Junzhang Liu Zhecan Wang Hammad A. Ayyubi Haoxuan You Chris Thomas Rui Sun Shih-Fu Chang Kai-Wei Chang 39 0 0 18 May 2024
Conformal Alignment: Knowing When to Trust Foundation Models with Guarantees Yu Gui Ying Jin Zhimei Ren MedIm 38 18 0 16 May 2024
Self-Training Large Language Models for Improved Visual Program Synthesis With Visual Reinforcement Zaid Khan B. Vijaykumar S. Schulter Yun Fu Manmohan Chandraker LRM ReLM 31 6 0 06 Apr 2024
See, Say, and Segment: Teaching LMMs to Overcome False Premises Tsung-Han Wu Giscard Biamby David M. Chan Lisa Dunlap Ritwik Gupta Xudong Wang Joseph E. Gonzalez Trevor Darrell VLM MLLM 36 18 0 13 Dec 2023
Beyond Task Performance: Evaluating and Reducing the Flaws of Large Multimodal Models with In-Context Learning Mustafa Shukor Alexandre Ramé Corentin Dancette Matthieu Cord LRM MLLM 38 20 0 01 Oct 2023
Did You Mean...? Confidence-based Trade-offs in Semantic Parsing Elias Stengel-Eskin Benjamin Van Durme 21 5 0 29 Mar 2023
Calibrated Interpretation: Confidence Estimation in Semantic Parsing Elias Stengel-Eskin Benjamin Van Durme UQLM 39 24 0 14 Nov 2022
Learn then Test: Calibrating Predictive Algorithms to Achieve Risk Control Anastasios Nikolas Angelopoulos Stephen Bates Emmanuel J. Candès Michael I. Jordan Lihua Lei 97 125 0 03 Oct 2021
How Much Can CLIP Benefit Vision-and-Language Tasks? Sheng Shen Liunian Harold Li Hao Tan Mohit Bansal Anna Rohrbach Kai-Wei Chang Z. Yao Kurt Keutzer CLIP VLM MLLM 196 405 0 13 Jul 2021
Assessing Image Quality Issues for Real-World Problems Tai-Yin Chiu Yinan Zhao Danna Gurari 54 54 0 27 Mar 2020
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 276 5,660 0 05 Dec 2016
Multimodal Compact Bilinear Pooling for Visual Question Answering and Visual Grounding Akira Fukui Dong Huk Park Daylen Yang Anna Rohrbach Trevor Darrell Marcus Rohrbach 152 1,465 0 06 Jun 2016