Blindfold Baselines for Embodied QA
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Abstract (arXiv)
We explore blindfold (question-only) baselines for Embodied Question Answering. The EmbodiedQA task requires an agent to answer a question by intelligently navigating in a simulated environment, gathering necessary visual information only through first-person vision before finally answering. Consequently, a blindfold baseline which ignores the environment and visual information is a degenerate solution, yet we show through our experiments on the EQAv1 dataset that a simple question-only baseline achieves state-of-the-art results on the EmbodiedQA task in all cases except when the agent is spawned extremely close to the object.
Key facts. Cited by 13 papers in the map (data through 7 Oct 2026). First posted on arXiv 12 Nov 2018.
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Citing papers per year: 2021: 4; 2022: 6; 2023: 0; 2024: 1; 2025: 1; 2026: 1.
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- 2022Habitat-Web: Learning Embodied Object-Search Strategies from Human Demonstrations at Scalecited by 116
- 2022Invariant Grounding for Video Question Answeringcited by 68
- 2022MultiViz: Towards Visualizing and Understanding Multimodal Modelscited by 36
- 2022DIME: Fine-grained Interpretations of Multimodal Models via Disentangled Local Explanationscited by 34
- 2021Vision-Language Navigation: A Survey and Taxonomycited by 33
- 2022PACS: A Dataset for Physical Audiovisual CommonSense Reasoningcited by 17
- 2021Mitigating the Position Bias of Transformer Models in Passage Re-Rankingcited by 10
- 2025A Good CREPE needs more than just Sugar: Investigating Biases in Compositional Vision-Language Benchmarkscited by 5
- 2021Deep Learning for Embodied Vision Navigation: A Surveycited by 2
- 2021Explore before Moving: A Feasible Path Estimation and Memory Recalling Framework for Embodied Navigationcited by 0
- 2022GAPX: Generalized Autoregressive Paraphrase-Identification Xcited by 0
- 2024Foundations of Multisensory Artificial Intelligencecited by 0
- 2026One Perturbation Is Not Enough: Identifiability and Blind Baselines for Behavioral AI Evaluation5 Sep 2026
- 2025A Good CREPE needs more than just Sugar: Investigating Biases in Compositional Vision-Language Benchmarks9 Jun 2025
- 2024Foundations of Multisensory Artificial Intelligence29 Apr 2024
- 2022GAPX: Generalized Autoregressive Paraphrase-Identification X5 Oct 2022
- 2022MultiViz: Towards Visualizing and Understanding Multimodal Models30 Jun 2022
- 2022Invariant Grounding for Video Question Answering6 Jun 2022
- 2022Habitat-Web: Learning Embodied Object-Search Strategies from Human Demonstrations at Scale7 Apr 2022
- 2022PACS: A Dataset for Physical Audiovisual CommonSense Reasoning21 Mar 2022
- 2022DIME: Fine-grained Interpretations of Multimodal Models via Disentangled Local Explanations3 Mar 2022
- 2021Explore before Moving: A Feasible Path Estimation and Memory Recalling Framework for Embodied Navigation16 Oct 2021
- 2021Vision-Language Navigation: A Survey and Taxonomy26 Aug 2021
- 2021Deep Learning for Embodied Vision Navigation: A Survey7 Jul 2021
1 more
- 2022Invariant Grounding for Video Question Answeringcited by 68
- 2022MultiViz: Towards Visualizing and Understanding Multimodal Modelscited by 36
- 2022DIME: Fine-grained Interpretations of Multimodal Models via Disentangled Local Explanationscited by 34
- 2021Vision-Language Navigation: A Survey and Taxonomycited by 33
- 2021Mitigating the Position Bias of Transformer Models in Passage Re-Rankingcited by 10
- 2025A Good CREPE needs more than just Sugar: Investigating Biases in Compositional Vision-Language Benchmarkscited by 5
- 2021Deep Learning for Embodied Vision Navigation: A Surveycited by 2
- 2021Explore before Moving: A Feasible Path Estimation and Memory Recalling Framework for Embodied Navigationcited by 0
- 2022GAPX: Generalized Autoregressive Paraphrase-Identification Xcited by 0
- 2024Foundations of Multisensory Artificial Intelligencecited by 0
- 2026One Perturbation Is Not Enough: Identifiability and Blind Baselines for Behavioral AI Evaluationcited by 0
- 2026One Perturbation Is Not Enough: Identifiability and Blind Baselines for Behavioral AI Evaluation5 Sep 2026
- 2025A Good CREPE needs more than just Sugar: Investigating Biases in Compositional Vision-Language Benchmarks9 Jun 2025
- 2024Foundations of Multisensory Artificial Intelligence29 Apr 2024
- 2022GAPX: Generalized Autoregressive Paraphrase-Identification X5 Oct 2022
- 2022MultiViz: Towards Visualizing and Understanding Multimodal Models30 Jun 2022
- 2022Invariant Grounding for Video Question Answering6 Jun 2022
- 2022DIME: Fine-grained Interpretations of Multimodal Models via Disentangled Local Explanations3 Mar 2022
- 2021Explore before Moving: A Feasible Path Estimation and Memory Recalling Framework for Embodied Navigation16 Oct 2021
- 2021Vision-Language Navigation: A Survey and Taxonomy26 Aug 2021
- 2021Deep Learning for Embodied Vision Navigation: A Survey7 Jul 2021
- 2021Mitigating the Position Bias of Transformer Models in Passage Re-Ranking18 Jan 2021