| 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 |
