| FortisAVQA and MAVEN: a Benchmark Dataset and Debiasing Framework for Robust Multimodal Reasoning | Apr 1, 2025 | Audio-visual Question AnsweringAudio-Visual Question Answering (AVQA) | CodeCode Available | 2 | 5 |
| VALOR: Vision-Audio-Language Omni-Perception Pretraining Model and Dataset | Apr 17, 2023 | Audio captioningAudio-Video Question Answering (AVQA) | CodeCode Available | 2 | 5 |
| CAT: Enhancing Multimodal Large Language Model to Answer Questions in Dynamic Audio-Visual Scenarios | Mar 7, 2024 | Audio-visual Question AnsweringAudio-Visual Question Answering (AVQA) | CodeCode Available | 2 | 5 |
| VAST: A Vision-Audio-Subtitle-Text Omni-Modality Foundation Model and Dataset | May 29, 2023 | Audio captioningAudio-Visual Captioning | CodeCode Available | 2 | 5 |
| Learning to Answer Questions in Dynamic Audio-Visual Scenarios | Mar 26, 2022 | audio-visual learningAudio-visual Question Answering | CodeCode Available | 1 | 5 |
| Learning Trimodal Relation for AVQA with Missing Modality | Jul 23, 2024 | Audio-visual Question AnsweringAudio-Visual Question Answering (AVQA) | CodeCode Available | 1 | 5 |
| Look, Listen, and Answer: Overcoming Biases for Audio-Visual Question Answering | Apr 18, 2024 | Audio-visual Question AnsweringAudio-Visual Question Answering (AVQA) | CodeCode Available | 1 | 5 |
| Boosting Audio Visual Question Answering via Key Semantic-Aware Cues | Jul 30, 2024 | Audio-visual Question AnsweringAudio-Visual Question Answering (AVQA) | CodeCode Available | 1 | 5 |
| Vision Transformers are Parameter-Efficient Audio-Visual Learners | Dec 15, 2022 | Audio-visual Question AnsweringAUDIO-VISUAL QUESTION ANSWERING (MUSIC-AVQA-v2.0) | CodeCode Available | 1 | 5 |
| Pano-AVQA: Grounded Audio-Visual Question Answering on 360deg Videos | Jan 1, 2021 | Audio-visual Question AnsweringQuestion Answering | CodeCode Available | 1 | 5 |
| Question-Aware Gaussian Experts for Audio-Visual Question Answering | Mar 6, 2025 | Audio-visual Question AnsweringAudio-Visual Question Answering (AVQA) | CodeCode Available | 1 | 5 |
| Pano-AVQA: Grounded Audio-Visual Question Answering on 360^ Videos | Oct 11, 2021 | Audio-visual Question AnsweringQuestion Answering | CodeCode Available | 1 | 5 |
| Progressive Spatio-temporal Perception for Audio-Visual Question Answering | Aug 10, 2023 | Audio-visual Question AnsweringAudio-Visual Question Answering (AVQA) | CodeCode Available | 1 | 5 |
| PAVE: Patching and Adapting Video Large Language Models | Mar 25, 2025 | Audio-visual Question AnsweringMulti-Task Learning | CodeCode Available | 1 | 5 |
| Answering Diverse Questions via Text Attached with Key Audio-Visual Clues | Mar 11, 2024 | Audio-visual Question AnsweringAudio-Visual Question Answering (AVQA) | CodeCode Available | 0 | 5 |
| AVQACL: A Novel Benchmark for Audio-Visual Question Answering Continual Learning | Jan 1, 2025 | Audio-visual Question AnsweringContinual Learning | CodeCode Available | 0 | 5 |
| Music's Multimodal Complexity in AVQA: Why We Need More than General Multimodal LLMs | May 27, 2025 | Audio-visual Question AnsweringQuestion Answering | CodeCode Available | 0 | 5 |
| Object-aware Adaptive-Positivity Learning for Audio-Visual Question Answering | Dec 20, 2023 | Audio-visual Question AnsweringAudio-Visual Question Answering (AVQA) | CodeCode Available | 0 | 5 |
| Target-Aware Spatio-Temporal Reasoning via Answering Questions in Dynamics Audio-Visual Scenarios | May 21, 2023 | Audio-visual Question AnsweringAudio-Visual Question Answering (AVQA) | CodeCode Available | 0 | 5 |
| Towards Multilingual Audio-Visual Question Answering | Jun 13, 2024 | Audio-visual Question AnsweringAudio-Visual Question Answering (AVQA) | CodeCode Available | 0 | 5 |
| SaSR-Net: Source-Aware Semantic Representation Network for Enhancing Audio-Visual Question Answering | Nov 7, 2024 | Audio-visual Question AnsweringAudio-Visual Question Answering (AVQA) | —Unverified | 0 | 0 |
| SHMamba: Structured Hyperbolic State Space Model for Audio-Visual Question Answering | Jun 14, 2024 | Audio-visual Question AnsweringAudio-Visual Question Answering (AVQA) | —Unverified | 0 | 0 |
| CLIP-Powered TASS: Target-Aware Single-Stream Network for Audio-Visual Question Answering | May 13, 2024 | Audio-visual Question AnsweringAudio-Visual Question Answering (AVQA) | —Unverified | 0 | 0 |
| CAD -- Contextual Multi-modal Alignment for Dynamic AVQA | Oct 25, 2023 | Audio-visual Question AnsweringAudio-Visual Question Answering (AVQA) | —Unverified | 0 | 0 |
| Learning Sparsity for Effective and Efficient Music Performance Question Answering | Jun 2, 2025 | Audio-visual Question AnsweringQuestion Answering | —Unverified | 0 | 0 |
