| VLog: Video-Language Models by Generative Retrieval of Narration Vocabulary | Mar 12, 2025 | EgoSchemaRetrieval | CodeCode Available | 4 | 5 |
| Flash-VStream: Efficient Real-Time Understanding for Long Video Streams | Jun 30, 2025 | cross-modal alignmentEgoSchema | CodeCode Available | 3 | 5 |
| Video ReCap: Recursive Captioning of Hour-Long Videos | Feb 20, 2024 | EgoSchemaVideo Captioning | CodeCode Available | 3 | 5 |
| Lyra: An Efficient and Speech-Centric Framework for Omni-Cognition | Dec 12, 2024 | EgoSchema | CodeCode Available | 3 | 5 |
| VideoAgent: Long-form Video Understanding with Large Language Model as Agent | Mar 15, 2024 | EgoSchemaForm | CodeCode Available | 2 | 5 |
| TimeSuite: Improving MLLMs for Long Video Understanding via Grounded Tuning | Oct 25, 2024 | EgoSchemaHallucination | CodeCode Available | 2 | 5 |
| LLaVAction: evaluating and training multi-modal large language models for action recognition | Mar 24, 2025 | Action RecognitionAction Understanding | CodeCode Available | 2 | 5 |
| Mobile-VideoGPT: Fast and Accurate Video Understanding Language Model | Mar 27, 2025 | EgoSchemaLanguage Modeling | CodeCode Available | 2 | 5 |
| VideoTree: Adaptive Tree-based Video Representation for LLM Reasoning on Long Videos | May 29, 2024 | EgoSchemaMME | CodeCode Available | 2 | 5 |
| TOPA: Extending Large Language Models for Video Understanding via Text-Only Pre-Alignment | May 22, 2024 | EgoSchemaVideo Understanding | CodeCode Available | 1 | 5 |
| Language Repository for Long Video Understanding | Mar 21, 2024 | EgoSchemaQuestion Answering | CodeCode Available | 1 | 5 |
| LifelongMemory: Leveraging LLMs for Answering Queries in Long-form Egocentric Videos | Dec 7, 2023 | EgoSchemaForm | CodeCode Available | 1 | 5 |
| VideoINSTA: Zero-shot Long Video Understanding via Informative Spatial-Temporal Reasoning with LLMs | Sep 30, 2024 | EgoSchemaLanguage Modelling | CodeCode Available | 1 | 5 |
| VideoMultiAgents: A Multi-Agent Framework for Video Question Answering | Apr 25, 2025 | Caption GenerationEgoSchema | CodeCode Available | 1 | 5 |
| Too Many Frames, Not All Useful: Efficient Strategies for Long-Form Video QA | Jun 13, 2024 | AllEgoSchema | CodeCode Available | 1 | 5 |
| A Simple LLM Framework for Long-Range Video Question-Answering | Dec 28, 2023 | EgoSchemaLanguage Modelling | CodeCode Available | 1 | 5 |
| EgoSchema: A Diagnostic Benchmark for Very Long-form Video Language Understanding | Aug 17, 2023 | DiagnosticEgoSchema | CodeCode Available | 1 | 5 |
| Agentic Keyframe Search for Video Question Answering | Mar 20, 2025 | EgoSchemaQuestion Answering | CodeCode Available | 1 | 5 |
| HCQA @ Ego4D EgoSchema Challenge 2024 | Jun 22, 2024 | Caption Generation | CodeCode Available | 1 | 5 |
| Vamos: Versatile Action Models for Video Understanding | Nov 22, 2023 | EgoSchemaHard Attention | CodeCode Available | 0 | 5 |
| EgoVLM: Policy Optimization for Egocentric Video Understanding | Jun 3, 2025 | EgoSchemaQuestion Answering | CodeCode Available | 0 | 5 |
| Keyframe-oriented Vision Token Pruning: Enhancing Efficiency of Large Vision Language Models on Long-Form Video Processing | Mar 13, 2025 | EgoSchemaForm | CodeCode Available | 0 | 5 |
| Memory Consolidation Enables Long-Context Video Understanding | Feb 8, 2024 | EgoSchemaVideo Understanding | —Unverified | 0 | 0 |
| A Simple Recipe for Contrastively Pre-training Video-First Encoders Beyond 16 Frames | Dec 12, 2023 | EgoSchema | —Unverified | 0 | 0 |
| Building a Mind Palace: Structuring Environment-Grounded Semantic Graphs for Effective Long Video Analysis with LLMs | Jan 8, 2025 | EgoSchemaObject Tracking | —Unverified | 0 | 0 |
| DrVideo: Document Retrieval Based Long Video Understanding | Jun 18, 2024 | document understandingEgoSchema | —Unverified | 0 | 0 |
| ENTER: Event Based Interpretable Reasoning for VideoQA | Jan 24, 2025 | Code GenerationEgoSchema | —Unverified | 0 | 0 |
| Espresso: High Compression For Rich Extraction From Videos for Your Vision-Language Model | Dec 6, 2024 | EgoSchemaLanguage Modeling | —Unverified | 0 | 0 |
| Four Eyes Are Better Than Two: Harnessing the Collaborative Potential of Large Models via Differentiated Thinking and Complementary Ensembles | May 22, 2025 | EgoSchemaFew-Shot Learning | —Unverified | 0 | 0 |
| LongViTU: Instruction Tuning for Long-Form Video Understanding | Jan 9, 2025 | EgoSchemaForm | —Unverified | 0 | 0 |
| MaxInfo: A Training-Free Key-Frame Selection Method Using Maximum Volume for Enhanced Video Understanding | Feb 5, 2025 | DiversityEgoSchema | —Unverified | 0 | 0 |
| Coarse Correspondences Boost Spatial-Temporal Reasoning in Multimodal Language Model | Aug 1, 2024 | EgoSchemaLanguage Modeling | —Unverified | 0 | 0 |
| M-LLM Based Video Frame Selection for Efficient Video Understanding | Feb 27, 2025 | EgoSchemaLanguage Modeling | —Unverified | 0 | 0 |
| MoReVQA: Exploring Modular Reasoning Models for Video Question Answering | Apr 9, 2024 | EgoSchemaMultiple-choice | —Unverified | 0 | 0 |
| RAVU: Retrieval Augmented Video Understanding with Compositional Reasoning over Graph | May 6, 2025 | EgoSchemaRetrieval | —Unverified | 0 | 0 |
| Text-Conditioned Resampler For Long Form Video Understanding | Dec 19, 2023 | EgoSchemaForm | —Unverified | 0 | 0 |
| Understanding Long Videos via LLM-Powered Entity Relation Graphs | Jan 27, 2025 | EgoSchemaLarge Language Model | —Unverified | 0 | 0 |
| VDMA: Video Question Answering with Dynamically Generated Multi-Agents | Jul 4, 2024 | EgoSchemaQuestion Answering | —Unverified | 0 | 0 |
| VideoAgent: A Memory-augmented Multimodal Agent for Video Understanding | Mar 18, 2024 | EgoSchemaVideo Understanding | —Unverified | 0 | 0 |
| VideoSAVi: Self-Aligned Video Language Models without Human Supervision | Dec 1, 2024 | EgoSchemaMVBench | —Unverified | 0 | 0 |
