| Decoupled Seg Tokens Make Stronger Reasoning Video Segmenter and Grounder | Jun 28, 2025 | Image SegmentationLarge Language Model | CodeCode Available | 1 |
| LLaVA-Scissor: Token Compression with Semantic Connected Components for Video LLMs | Jun 27, 2025 | Question AnsweringVideo Question Answering | CodeCode Available | 2 |
| How Far Can Off-the-Shelf Multimodal Large Language Models Go in Online Episodic Memory Question Answering? | Jun 19, 2025 | Multiple-choiceQuestion Answering | —Unverified | 0 |
| video-SALMONN 2: Captioning-Enhanced Audio-Visual Large Language Models | Jun 18, 2025 | Audio captioningLarge Language Model | CodeCode Available | 2 |
| CogStream: Context-guided Streaming Video Question Answering | Jun 12, 2025 | Question AnsweringVideo Question Answering | —Unverified | 0 |
| V-JEPA 2: Self-Supervised Video Models Enable Understanding, Prediction and Planning | Jun 11, 2025 | Action AnticipationLarge Language Model | CodeCode Available | 7 |
| CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models | Jun 11, 2025 | counterfactualDescriptive | CodeCode Available | 2 |
| Looking Beyond Visible Cues: Implicit Video Question Answering via Dual-Clue Reasoning | Jun 9, 2025 | Future predictionQuestion Answering | CodeCode Available | 0 |
| EgoVLM: Policy Optimization for Egocentric Video Understanding | Jun 3, 2025 | EgoSchemaQuestion Answering | CodeCode Available | 0 |
| VUDG: A Dataset for Video Understanding Domain Generalization | May 30, 2025 | Domain GeneralizationMultiple-choice | —Unverified | 0 |
| Grid-LOGAT: Grid Based Local and Global Area Transcription for Video Question Answering | May 30, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| VF-Eval: Evaluating Multimodal LLMs for Generating Feedback on AIGC Videos | May 29, 2025 | Question AnsweringVideo Generation | CodeCode Available | 0 |
| ViQAgent: Zero-Shot Video Question Answering via Agent with Open-Vocabulary Grounding Validation | May 21, 2025 | Decision MakingLanguage Modeling | CodeCode Available | 0 |
| LiveVLM: Efficient Online Video Understanding via Streaming-Oriented KV Cache and Retrieval | May 21, 2025 | Autonomous DrivingQuestion Answering | —Unverified | 0 |
| Understanding Complexity in VideoQA via Visual Program Generation | May 19, 2025 | Code GenerationQuestion Answering | —Unverified | 0 |
| SurveillanceVQA-589K: A Benchmark for Comprehensive Surveillance Video-Language Understanding with Large Models | May 19, 2025 | Causal InferenceDecision Making | —Unverified | 0 |
| Temporally-Grounded Language Generation: A Benchmark for Real-Time Vision-Language Models | May 16, 2025 | Image CaptioningQuestion Answering | CodeCode Available | 0 |
| Seed1.5-VL Technical Report | May 11, 2025 | Mixture-of-ExpertsMultimodal Reasoning | —Unverified | 0 |
| Overview of the NLPCC 2025 Shared Task 4: Multi-modal, Multilingual, and Multi-hop Medical Instructional Video Question Answering Challenge | May 11, 2025 | Multimodal ReasoningQuestion Answering | —Unverified | 0 |
| VideoMultiAgents: A Multi-Agent Framework for Video Question Answering | Apr 25, 2025 | Caption GenerationEgoSchema | CodeCode Available | 1 |
| Towards Understanding Camera Motions in Any Video | Apr 21, 2025 | Question AnsweringText Retrieval | —Unverified | 0 |
| PerceptionLM: Open-Access Data and Models for Detailed Visual Understanding | Apr 17, 2025 | Video Question AnsweringVideo Understanding | CodeCode Available | 7 |
| Self-alignment of Large Video Language Models with Refined Regularized Preference Optimization | Apr 16, 2025 | HallucinationQuestion Answering | —Unverified | 0 |
| How Can Objects Help Video-Language Understanding? | Apr 10, 2025 | Image CaptioningObject | —Unverified | 0 |
| Advancing Egocentric Video Question Answering with Multimodal Large Language Models | Apr 6, 2025 | Object RecognitionQuestion Answering | —Unverified | 0 |
| Leveraging Static Relationships for Intra-Type and Inter-Type Message Passing in Video Question Answering | Apr 3, 2025 | Question AnsweringVideo Question Answering | —Unverified | 0 |
| 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 |
