| EgoToM: Benchmarking Theory of Mind Reasoning from Egocentric Videos | Mar 28, 2025 | BenchmarkingQuestion Answering | CodeCode Available | 1 |
| EgoTextVQA: Towards Egocentric Scene-Text Aware Video Question Answering | Feb 11, 2025 | Question AnsweringVideo Question Answering | CodeCode Available | 1 |
| Omnia de EgoTempo: Benchmarking Temporal Understanding of Multi-Modal LLMs in Egocentric Videos | Mar 17, 2025 | BenchmarkingQuestion Answering | CodeCode Available | 1 |
| Open-vocabulary Video Question Answering: A New Benchmark for Evaluating the Generalizability of Video Question Answering Models | Aug 18, 2023 | Multiple-choiceQuestion Answering | CodeCode Available | 1 |
| EgoSchema: A Diagnostic Benchmark for Very Long-form Video Language Understanding | Aug 17, 2023 | DiagnosticEgoSchema | CodeCode Available | 1 |
| Can I Trust Your Answer? Visually Grounded Video Question Answering | Sep 4, 2023 | Grounded Video Question AnsweringQuestion Answering | CodeCode Available | 1 |
| A Comprehensive Review of the Video-to-Text Problem | Mar 27, 2021 | Question AnsweringRetrieval | CodeCode Available | 1 |
| ECBench: Can Multi-modal Foundation Models Understand the Egocentric World? A Holistic Embodied Cognition Benchmark | Jan 9, 2025 | FairnessHallucination | CodeCode Available | 1 |
| Multi-granularity Contrastive Cross-modal Collaborative Generation for End-to-End Long-term Video Question Answering | Oct 12, 2024 | Answer GenerationBlocking | CodeCode Available | 1 |
| NExT-QA:Next Phase of Question-Answering to Explaining Temporal Actions | May 18, 2021 | Question AnsweringVideo Question Answering | CodeCode Available | 1 |
| AlanaVLM: A Multimodal Embodied AI Foundation Model for Egocentric Video Understanding | Jun 19, 2024 | Question AnsweringSpatial Reasoning | CodeCode Available | 1 |
| DualVGR: A Dual-Visual Graph Reasoning Unit for Video Question Answering | Jul 10, 2021 | Graph AttentionQuestion Answering | CodeCode Available | 1 |
| Invariant Grounding for Video Question Answering | Jun 6, 2022 | Question AnsweringVideo Question Answering | CodeCode Available | 1 |
| BIMBA: Selective-Scan Compression for Long-Range Video Question Answering | Mar 12, 2025 | Video Question AnsweringZero-Shot Video Question Answer | CodeCode Available | 1 |
| NExT-QA: Next Phase of Question-Answering to Explaining Temporal Actions | Jun 19, 2021 | Question AnsweringVideo Question Answering | CodeCode Available | 1 |
| MELTR: Meta Loss Transformer for Learning to Fine-tune Video Foundation Models | Mar 23, 2023 | Auxiliary LearningMultimodal Sentiment Analysis | CodeCode Available | 1 |
| MECD+: Unlocking Event-Level Causal Graph Discovery for Video Reasoning | Jan 13, 2025 | Causal DiscoveryCausal Inference | CodeCode Available | 1 |
| Discovering Spatio-Temporal Rationales for Video Question Answering | Jul 22, 2023 | Question AnsweringVideo Question Answering | CodeCode Available | 1 |
| Dense-Caption Matching and Frame-Selection Gating for Temporal Localization in VideoQA | May 13, 2020 | Image CaptioningMulti-Label Classification | CodeCode Available | 1 |
| AutoEval-Video: An Automatic Benchmark for Assessing Large Vision Language Models in Open-Ended Video Question Answering | Nov 25, 2023 | Question AnsweringVideo Question Answering | CodeCode Available | 1 |
| Decoupled Seg Tokens Make Stronger Reasoning Video Segmenter and Grounder | Jun 28, 2025 | Image SegmentationLarge Language Model | CodeCode Available | 1 |
| Location-aware Graph Convolutional Networks for Video Question Answering | Aug 7, 2020 | Action Recognitiongraph construction | CodeCode Available | 1 |
| DeCEMBERT: Learning from Noisy Instructional Videos via Dense Captions and Entropy Minimization | Jun 1, 2021 | Question AnsweringRetrieval | CodeCode Available | 1 |
| Efficient Temporal Extrapolation of Multimodal Large Language Models with Temporal Grounding Bridge | Feb 25, 2024 | Computational EfficiencyLanguage Modelling | CodeCode Available | 1 |
| MIST: Multi-modal Iterative Spatial-Temporal Transformer for Long-form Video Question Answering | Dec 19, 2022 | FormQuestion Answering | CodeCode Available | 1 |
