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| EgoToM: Benchmarking Theory of Mind Reasoning from Egocentric Videos | Mar 28, 2025 | BenchmarkingQuestion Answering | CodeCode Available | 1 |
| Leveraging LLMs with Iterative Loop Structure for Enhanced Social Intelligence in Video Question Answering | Mar 27, 2025 | Emotion RecognitionQuestion Answering | —Unverified | 0 |
| Self-ReS: Self-Reflection in Large Vision-Language Models for Long Video Understanding | Mar 26, 2025 | GPUQuestion Answering | —Unverified | 0 |
| Agentic Keyframe Search for Video Question Answering | Mar 20, 2025 | EgoSchemaQuestion Answering | CodeCode Available | 1 |
| VITED: Video Temporal Evidence Distillation | Mar 17, 2025 | Question AnsweringVideo Question Answering | —Unverified | 0 |
| VideoMind: A Chain-of-LoRA Agent for Long Video Reasoning | Mar 17, 2025 | Grounded Video Question AnsweringQuestion Answering | CodeCode Available | 3 |
| Omnia de EgoTempo: Benchmarking Temporal Understanding of Multi-Modal LLMs in Egocentric Videos | Mar 17, 2025 | BenchmarkingQuestion Answering | CodeCode Available | 1 |
| Logic-in-Frames: Dynamic Keyframe Search via Visual Semantic-Logical Verification for Long Video Understanding | Mar 17, 2025 | AttributeMME | —Unverified | 0 |
| TIME: Temporal-sensitive Multi-dimensional Instruction Tuning and Benchmarking for Video-LLMs | Mar 13, 2025 | BenchmarkingQuestion Answering | —Unverified | 0 |
| Everything Can Be Described in Words: A Simple Unified Multi-Modal Framework with Semantic and Temporal Alignment | Mar 12, 2025 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| BIMBA: Selective-Scan Compression for Long-Range Video Question Answering | Mar 12, 2025 | Video Question AnsweringZero-Shot Video Question Answer | CodeCode Available | 1 |
| Towards Fine-Grained Video Question Answering | Mar 10, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Parameter-free Video Segmentation for Vision and Language Understanding | Mar 3, 2025 | Question AnsweringVideo Question Answering | —Unverified | 0 |
| Streaming Video Question-Answering with In-context Video KV-Cache Retrieval | Mar 1, 2025 | GPUQuestion Answering | CodeCode Available | 2 |
| M-LLM Based Video Frame Selection for Efficient Video Understanding | Feb 27, 2025 | EgoSchemaLanguage Modeling | —Unverified | 0 |
| Multi-Modal Retrieval Augmentation for Open-Ended and Knowledge-Intensive Video Question Answering | Feb 17, 2025 | Multiple-choiceQuestion Answering | —Unverified | 0 |
| EgoTextVQA: Towards Egocentric Scene-Text Aware Video Question Answering | Feb 11, 2025 | Question AnsweringVideo Question Answering | CodeCode Available | 1 |
| TUMTraffic-VideoQA: A Benchmark for Unified Spatio-Temporal Video Understanding in Traffic Scenes | Feb 4, 2025 | Autonomous DrivingMultiple-choice | CodeCode Available | 1 |
| -Video: A Training-Free Approach to Long Video Understanding via Continuous-Time Memory Consolidation | Jan 31, 2025 | Question AnsweringVideo Question Answering | CodeCode Available | 1 |
| ENTER: Event Based Interpretable Reasoning for VideoQA | Jan 24, 2025 | Code GenerationEgoSchema | —Unverified | 0 |
| ReasVQA: Advancing VideoQA with Imperfect Reasoning Process | Jan 23, 2025 | Multi-Task LearningQuestion Answering | —Unverified | 0 |
| VideoLLaMA 3: Frontier Multimodal Foundation Models for Image and Video Understanding | Jan 22, 2025 | PhilosophyVideo Question Answering | CodeCode Available | 5 |
| Admitting Ignorance Helps the Video Question Answering Models to Answer | Jan 15, 2025 | Question AnsweringVideo Question Answering | —Unverified | 0 |
| Tarsier2: Advancing Large Vision-Language Models from Detailed Video Description to Comprehensive Video Understanding | Jan 14, 2025 | Embodied Question AnsweringHallucination | CodeCode Available | 4 |
