GQA

A compositional visual-question-answering benchmark generated from Visual Genome scene graphs.

Papers using GQA (42)

Spectral Query-Key Product Weight Steering for Training-Free VLM Hallucination Mitigation2026Hierarchical Pre-Training of Vision Encoders with Large Language Models2026AIM: Asymmetric Information Masking for Visual Question Answering Continual Learning2026Hidden Clones: Exposing and Fixing Family Bias in Vision-Language Model Ensembles2026VOILA: Value-of-Information Guided Fidelity Selection for Cost-Aware Multimodal Question Answering2026How Vision Becomes Language: A Layer-wise Information-Theoretic Analysis of Multimodal Reasoning2026Text-Guided Layer Fusion Mitigates Hallucination in Multimodal LLMs2026HybridToken-VLM: Hybrid Token Compression for Vision-Language Models2025Efficient Vision-Language Reasoning via Adaptive Token Pruning2025MV-CoRe: Multimodal Visual-Conceptual Reasoning for Complex Visual Question Answering2025MPCAR: Multi-Perspective Contextual Augmentation for Enhanced Visual Reasoning in Large Vision-Language Models2025Hierarchical Contextual Grounding LVLM: Enhancing Fine-Grained Visual-Language Understanding with Robust Grounding2025ByDeWay: Boost Your multimodal LLM with DEpth prompting in a Training-Free Way2025ASCD: Attention-Steerable Contrastive Decoding for Reducing Hallucination in MLLM2025Constructive Distortion: Improving Mllms With Attention-guided Image Warping2025Test-time Warmup For Multimodal Large Language Models2025Multi-Sourced Compositional Generalization in Visual Question Answering2025LXMERT: Learning Cross-Modality Encoder Representations from Transformers2019 · 223 citesMixPHM: Redundancy-Aware Parameter-Efficient Tuning for Low-Resource Visual Question Answering2023 · 20 citesWeakly Supervised Relative Spatial Reasoning for Visual Question Answering2021 · 17 citesAnswer-Me: Multi-Task Open-Vocabulary Visual Question Answering2022 · 16 citesMGA-VQA: Multi-Granularity Alignment for Visual Question Answering2022 · 10 citesMultimodal Graph Transformer for Multimodal Question Answering2023 · 7 citesPlug-and-Play VQA: Zero-shot VQA by Conjoining Large Pretrained Models with Zero Training2022 · 6 citesDeclaration-based Prompt Tuning for Visual Question Answering2022 · 5 citesREXUP: I REason, I EXtract, I UPdate with Structured Compositional Reasoning for Visual Question Answering2020 · 4 citesEfficient Large Multi-modal Models via Visual Context Compression2024 · 4 citesWeakly Supervised Grounding for VQA in Vision-Language Transformers2022 · 3 citesMDETR -- Modulated Detection for End-to-End Multi-Modal Understanding2021 · 2 citesCompound Tokens: Channel Fusion for Vision-Language Representation Learning2022 · 2 citesCurriculum Learning for Compositional Visual Reasoning2023 · 2 citesAttention Guided Semantic Relationship Parsing for Visual Question Answering2020 · 1 citesGeneralization Differences between End-to-End and Neuro-Symbolic Vision-Language Reasoning Systems2022 · 1 citesII-MMR: Identifying and Improving Multi-modal Multi-hop Reasoning in Visual Question Answering2024 · 1 citesxGQA: Cross-Lingual Visual Question Answering2021Training Vision-Language Models with Less Bimodal Supervision2022Modular Visual Question Answering via Code Generation2023Towards Grounded Visual Spatial Reasoning in Multi-Modal Vision Language Models2023LCV2: An Efficient Pretraining-Free Framework for Grounded Visual Question Answering2024SADL: An Effective In-Context Learning Method for Compositional Visual QA2024Enhancing Instruction-Following Capability of Visual-Language Models by Reducing Image Redundancy2024Leveraging Retrieval-Augmented Tags for Large Vision-Language Understanding in Complex Scenes2024