| MECD+: Unlocking Event-Level Causal Graph Discovery for Video Reasoning | Jan 13, 2025 | Causal DiscoveryCausal Inference | CodeCode Available | 1 |
| TimeLogic: A Temporal Logic Benchmark for Video QA | Jan 13, 2025 | 2kAction Segmentation | —Unverified | 0 |
| Commonsense Video Question Answering through Video-Grounded Entailment Tree Reasoning | Jan 9, 2025 | BenchmarkingQuestion Answering | —Unverified | 0 |
| ECBench: Can Multi-modal Foundation Models Understand the Egocentric World? A Holistic Embodied Cognition Benchmark | Jan 9, 2025 | FairnessHallucination | CodeCode Available | 1 |
| Enhancing Video-LLM Reasoning via Agent-of-Thoughts Distillation | Jan 1, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| AdaCM^2: On Understanding Extremely Long-Term Video with Adaptive Cross-Modality Memory Reduction | Jan 1, 2025 | GPUQuestion Answering | —Unverified | 0 |
| Efficient Motion-Aware Video MLLM | Jan 1, 2025 | Question AnsweringVideo Question Answering | —Unverified | 0 |
| Flexible Frame Selection for Efficient Video Reasoning | Jan 1, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Online Video Understanding: OVBench and VideoChat-Online | Dec 31, 2024 | Autonomous DrivingQuestion Answering | CodeCode Available | 2 |
| Hierarchical Banzhaf Interaction for General Video-Language Representation Learning | Dec 30, 2024 | Contrastive LearningQuestion Answering | CodeCode Available | 0 |
| Perceive, Query & Reason: Enhancing Video QA with Question-Guided Temporal Queries | Dec 26, 2024 | Question AnsweringVideo Question Answering | —Unverified | 0 |
| Video-Panda: Parameter-efficient Alignment for Encoder-free Video-Language Models | Dec 24, 2024 | Question AnsweringVideo Question Answering | CodeCode Available | 2 |
| VidCtx: Context-aware Video Question Answering with Image Models | Dec 23, 2024 | Large Language ModelQuestion Answering | CodeCode Available | 0 |
| FriendsQA: A New Large-Scale Deep Video Understanding Dataset with Fine-grained Topic Categorization for Story Videos | Dec 22, 2024 | Language ModellingLarge Language Model | CodeCode Available | 0 |
| PolySmart @ TRECVid 2024 Medical Video Question Answering | Dec 20, 2024 | Question AnsweringRetrieval | —Unverified | 0 |
| Overview of TREC 2024 Medical Video Question Answering (MedVidQA) Track | Dec 15, 2024 | Image CaptioningMedical Question Answering | —Unverified | 0 |
| IQViC: In-context, Question Adaptive Vision Compressor for Long-term Video Understanding LMMs | Dec 13, 2024 | Question AnsweringVideo Question Answering | —Unverified | 0 |
| Foundation Models and Adaptive Feature Selection: A Synergistic Approach to Video Question Answering | Dec 12, 2024 | feature selectionLanguage Modeling | —Unverified | 0 |
| Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling | Dec 6, 2024 | document understandingHallucination | CodeCode Available | 0 |
| LinVT: Empower Your Image-level Large Language Model to Understand Videos | Dec 6, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 2 |
| NVILA: Efficient Frontier Visual Language Models | Dec 5, 2024 | Video Question Answering | CodeCode Available | 7 |
| Eyes on the Road: State-of-the-Art Video Question Answering Models Assessment for Traffic Monitoring Tasks | Dec 2, 2024 | Multi-Object TrackingObject Tracking | CodeCode Available | 0 |
| Unlocking Video-LLM via Agent-of-Thoughts Distillation | Dec 2, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| SEAL: Semantic Attention Learning for Long Video Representation | Dec 2, 2024 | DiversityQuestion Answering | —Unverified | 0 |
| Actions and Objects Pathways for Domain Adaptation in Video Question Answering | Nov 29, 2024 | Domain AdaptationDomain Generalization | —Unverified | 0 |
| Perception Test 2024: Challenge Summary and a Novel Hour-Long VideoQA Benchmark | Nov 29, 2024 | BenchmarkingGrounded Video Question Answering | —Unverified | 0 |
| HyperGLM: HyperGraph for Video Scene Graph Generation and Anticipation | Nov 27, 2024 | Graph GenerationQuestion Answering | —Unverified | 0 |
| VideoLLM Knows When to Speak: Enhancing Time-Sensitive Video Comprehension with Video-Text Duet Interaction Format | Nov 27, 2024 | Dense Video CaptioningGrounded Video Question Answering | CodeCode Available | 1 |
| VideoOrion: Tokenizing Object Dynamics in Videos | Nov 25, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| VideoEspresso: A Large-Scale Chain-of-Thought Dataset for Fine-Grained Video Reasoning via Core Frame Selection | Nov 22, 2024 | Question AnsweringVideo Question Answering | CodeCode Available | 2 |
| AdaCM^2: On Understanding Extremely Long-Term Video with Adaptive Cross-Modality Memory Reduction | Nov 19, 2024 | GPUQuestion Answering | —Unverified | 0 |
| EVQAScore: Efficient Video Question Answering Data Evaluation | Nov 11, 2024 | Keyword ExtractionQuestion Answering | —Unverified | 0 |
| Poze: Sports Technique Feedback under Data Constraints | Nov 8, 2024 | Pose EstimationQuestion Answering | —Unverified | 0 |
| PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance | Nov 4, 2024 | Caption GenerationMultiple-choice | CodeCode Available | 2 |
| GPT-4o System Card | Oct 25, 2024 | Multiple-choiceSpatial Reasoning | —Unverified | 0 |
| FLAASH: Flow-Attention Adaptive Semantic Hierarchical Fusion for Multi-Modal Tobacco Content Analysis | Oct 25, 2024 | Question AnsweringVideo Question Answering | —Unverified | 0 |
| TimeSuite: Improving MLLMs for Long Video Understanding via Grounded Tuning | Oct 25, 2024 | EgoSchemaHallucination | CodeCode Available | 2 |
| LongVU: Spatiotemporal Adaptive Compression for Long Video-Language Understanding | Oct 22, 2024 | Token ReductionVideo Question Answering | CodeCode Available | 3 |
| xGen-MM-Vid (BLIP-3-Video): You Only Need 32 Tokens to Represent a Video Even in VLMs | Oct 21, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| VidEgoThink: Assessing Egocentric Video Understanding Capabilities for Embodied AI | Oct 15, 2024 | Question AnsweringVideo Question Answering | CodeCode Available | 2 |
| Free Video-LLM: Prompt-guided Visual Perception for Efficient Training-free Video LLMs | Oct 14, 2024 | Computational EfficiencyQuestion Answering | CodeCode Available | 2 |
| TemporalBench: Benchmarking Fine-grained Temporal Understanding for Multimodal Video Models | Oct 14, 2024 | 2kBenchmarking | 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 |
| Prompting Video-Language Foundation Models with Domain-specific Fine-grained Heuristics for Video Question Answering | Oct 12, 2024 | Question AnsweringVideo Question Answering | —Unverified | 0 |
| Sample then Identify: A General Framework for Risk Control and Assessment in Multimodal Large Language Models | Oct 10, 2024 | Conformal PredictionLanguage Modeling | —Unverified | 0 |
| Enhancing Multimodal LLM for Detailed and Accurate Video Captioning using Multi-Round Preference Optimization | Oct 9, 2024 | Audio captioningLarge Language Model | —Unverified | 0 |
| Aria: An Open Multimodal Native Mixture-of-Experts Model | Oct 8, 2024 | Instruction FollowingMixture-of-Experts | CodeCode Available | 5 |
| Enhancing Temporal Modeling of Video LLMs via Time Gating | Oct 8, 2024 | MVBenchQuestion Answering | CodeCode Available | 0 |
| ActionAtlas: A VideoQA Benchmark for Domain-specialized Action Recognition | Oct 8, 2024 | Action RecognitionMultiple-choice | —Unverified | 0 |
| Frame-Voyager: Learning to Query Frames for Video Large Language Models | Oct 4, 2024 | Question AnsweringVideo Question Answering | —Unverified | 0 |
