| MomentSeeker: A Task-Oriented Benchmark For Long-Video Moment Retrieval | Feb 18, 2025 | Action RecognitionMoment Retrieval | —Unverified | 0 |
| iMOVE: Instance-Motion-Aware Video Understanding | Feb 17, 2025 | Computational EfficiencyVideo Understanding | —Unverified | 0 |
| Semantics-aware Test-time Adaptation for 3D Human Pose Estimation | Feb 15, 2025 | 3D human pose and shape estimation3D Human Pose Estimation | —Unverified | 0 |
| Optimizing GPT for Video Understanding: Zero-Shot Performance and Prompt Engineering | Feb 13, 2025 | ClassificationPrompt Engineering | —Unverified | 0 |
| Enhancing Video Understanding: Deep Neural Networks for Spatiotemporal Analysis | Feb 11, 2025 | Action RecognitionVideo Description | —Unverified | 0 |
| A Survey on Mamba Architecture for Vision Applications | Feb 11, 2025 | Mambaobject-detection | —Unverified | 0 |
| A Survey on Video Analytics in Cloud-Edge-Terminal Collaborative Systems | Feb 10, 2025 | Autonomous DrivingEdge-computing | —Unverified | 0 |
| CoS: Chain-of-Shot Prompting for Long Video Understanding | Feb 10, 2025 | Video Understanding | —Unverified | 0 |
| WorldSense: Evaluating Real-world Omnimodal Understanding for Multimodal LLMs | Feb 6, 2025 | Video Understanding | —Unverified | 0 |
| MaxInfo: A Training-Free Key-Frame Selection Method Using Maximum Volume for Enhanced Video Understanding | Feb 5, 2025 | DiversityEgoSchema | —Unverified | 0 |
| A Decade of Action Quality Assessment: Largest Systematic Survey of Trends, Challenges, and Future Directions | Feb 5, 2025 | Action Quality AssessmentSurvey | —Unverified | 0 |
| LV-XAttn: Distributed Cross-Attention for Long Visual Inputs in Multimodal Large Language Models | Feb 4, 2025 | GPUVideo Understanding | —Unverified | 0 |
| Exploring the Role of Explicit Temporal Modeling in Multimodal Large Language Models for Video Understanding | Jan 28, 2025 | DecoderVideo Understanding | —Unverified | 0 |
| Understanding Long Videos via LLM-Powered Entity Relation Graphs | Jan 27, 2025 | EgoSchemaLarge Language Model | —Unverified | 0 |
| HumanOmni: A Large Vision-Speech Language Model for Human-Centric Video Understanding | Jan 25, 2025 | Action UnderstandingEmotion Recognition | —Unverified | 0 |
| Temporal Preference Optimization for Long-Form Video Understanding | Jan 23, 2025 | FormMME | —Unverified | 0 |
| InternLM-XComposer2.5-Reward: A Simple Yet Effective Multi-Modal Reward Model | Jan 21, 2025 | Instruction FollowingMathematical Reasoning | —Unverified | 0 |
| InternVideo2.5: Empowering Video MLLMs with Long and Rich Context Modeling | Jan 21, 2025 | Object TrackingReferring Expression Segmentation | —Unverified | 0 |
| HFGCN:Hypergraph Fusion Graph Convolutional Networks for Skeleton-Based Action Recognition | Jan 19, 2025 | Action RecognitionRelation Classification | —Unverified | 0 |
| Omni-RGPT: Unifying Image and Video Region-level Understanding via Token Marks | Jan 14, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Video Quality Assessment for Online Processing: From Spatial to Temporal Sampling | Jan 13, 2025 | Video Quality AssessmentVideo Understanding | —Unverified | 0 |
| X-LeBench: A Benchmark for Extremely Long Egocentric Video Understanding | Jan 12, 2025 | Video Understanding | —Unverified | 0 |
| Zero-shot Shark Tracking and Biometrics from Aerial Imagery | Jan 10, 2025 | Video Understanding | —Unverified | 0 |
| LongViTU: Instruction Tuning for Long-Form Video Understanding | Jan 9, 2025 | EgoSchemaForm | —Unverified | 0 |
| LLaVA-Octopus: Unlocking Instruction-Driven Adaptive Projector Fusion for Video Understanding | Jan 9, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| H-MBA: Hierarchical MamBa Adaptation for Multi-Modal Video Understanding in Autonomous Driving | Jan 8, 2025 | Autonomous DrivingMamba | —Unverified | 0 |
| Building a Mind Palace: Structuring Environment-Grounded Semantic Graphs for Effective Long Video Analysis with LLMs | Jan 8, 2025 | EgoSchemaObject Tracking | —Unverified | 0 |
| MotionBench: Benchmarking and Improving Fine-grained Video Motion Understanding for Vision Language Models | Jan 6, 2025 | BenchmarkingFeature Compression | —Unverified | 0 |
| HLV-1K: A Large-scale Hour-Long Video Benchmark for Time-Specific Long Video Understanding | Jan 3, 2025 | Question AnsweringVideo Understanding | CodeCode Available | 0 |
| HuMoCon: Concept Discovery for Human Motion Understanding | Jan 1, 2025 | Video Understanding | —Unverified | 0 |
| Efficient Motion-Aware Video MLLM | Jan 1, 2025 | Question AnsweringVideo Question Answering | —Unverified | 0 |
| VEU-Bench: Towards Comprehensive Understanding of Video Editing | Jan 1, 2025 | Video EditingVideo Understanding | —Unverified | 0 |
| Video Language Model Pretraining with Spatio-temporal Masking | Jan 1, 2025 | DecoderLanguage Modeling | —Unverified | 0 |
| Q-Bench-Video: Benchmark the Video Quality Understanding of LMMs | Jan 1, 2025 | Multiple-choiceVideo Generation | —Unverified | 0 |
| AdaCM^2: On Understanding Extremely Long-Term Video with Adaptive Cross-Modality Memory Reduction | Jan 1, 2025 | GPUQuestion Answering | —Unverified | 0 |
| HierarQ: Task-Aware Hierarchical Q-Former for Enhanced Video Understanding | Jan 1, 2025 | Question AnsweringVideo Understanding | —Unverified | 0 |
| Adapting Pre-trained 3D Models for Point Cloud Video Understanding via Cross-frame Spatio-temporal Perception | Jan 1, 2025 | Autonomous DrivingGesture Recognition | —Unverified | 0 |
| Weakly Supervised Temporal Action Localization via Dual-Prior Collaborative Learning Guided by Multimodal Large Language Models | Jan 1, 2025 | Action LocalizationTemporal Action Localization | —Unverified | 0 |
| Flexible Frame Selection for Efficient Video Reasoning | Jan 1, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| OV-HHIR: Open Vocabulary Human Interaction Recognition Using Cross-modal Integration of Large Language Models | Dec 31, 2024 | Activity RecognitionHuman Interaction Recognition | —Unverified | 0 |
| Embodied VideoAgent: Persistent Memory from Egocentric Videos and Embodied Sensors Enables Dynamic Scene Understanding | Dec 31, 2024 | Robot ManipulationScene Understanding | —Unverified | 0 |
| CaReBench: A Fine-Grained Benchmark for Video Captioning and Retrieval | Dec 31, 2024 | RetrievalText Retrieval | —Unverified | 0 |
| Detection-Fusion for Knowledge Graph Extraction from Videos | Dec 30, 2024 | Knowledge GraphsLanguage Modeling | CodeCode Available | 0 |
| MVTamperBench: Evaluating Robustness of Vision-Language Models | Dec 27, 2024 | Video Understanding | —Unverified | 0 |
| Perceive, Query & Reason: Enhancing Video QA with Question-Guided Temporal Queries | Dec 26, 2024 | Question AnsweringVideo Question Answering | —Unverified | 0 |
| HumanVBench: Exploring Human-Centric Video Understanding Capabilities of MLLMs with Synthetic Benchmark Data | Dec 23, 2024 | Action RecognitionVideo Understanding | —Unverified | 0 |
| Video Domain Incremental Learning for Human Action Recognition in Home Environments | Dec 22, 2024 | Action Recognitionclass-incremental learning | —Unverified | 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 |
| ShotVL: Human-Centric Highlight Frame Retrieval via Language Queries | Dec 17, 2024 | Human Detectionimage-classification | —Unverified | 0 |
| FocusChat: Text-guided Long Video Understanding via Spatiotemporal Information Filtering | Dec 17, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |