VideoNIAH: A Flexible Synthetic Method for Benchmarking Video MLLMs
☆57Mar 9, 2025Updated last year
Alternatives and similar repositories for VideoNIAH
Users that are interested in VideoNIAH are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- 🔥🔥MLVU: Multi-task Long Video Understanding Benchmark☆268Apr 13, 2026Updated 4 months ago
- Official code of *Towards Event-oriented Long Video Understanding*☆12Jul 26, 2024Updated 2 years ago
- ☆43Nov 8, 2024Updated last year
- Official code for the ICLR 2025 paper, "Ada-K Routing: Boosting the Efficiency of MoE-based LLMs"☆12Mar 1, 2025Updated last year
- [Neurips 24' D&B] Official Dataloader and Evaluation Scripts for LongVideoBench.☆138Jul 27, 2024Updated 2 years ago
- End-to-end encrypted cloud storage - Proton Drive • AdSpecial offer: 40% Off Yearly / 80% Off First Month. Protect your most important files, photos, and documents from prying eyes.
- [ACL 2024 Findings] "TempCompass: Do Video LLMs Really Understand Videos?", Yuanxin Liu, Shicheng Li, Yi Liu, Yuxiang Wang, Shuhuai Ren, …☆133Apr 4, 2025Updated last year
- VCR-Bench: A Comprehensive Evaluation Framework for Video Chain-of-Thought Reasoning☆37May 9, 2026Updated 3 months ago
- The code for "VISTA: Enhancing Long-Duration and High-Resolution Video Understanding by VIdeo SpatioTemporal Augmentation" [CVPR2025]☆20Feb 27, 2025Updated last year
- [COLING 2025🔥] Evolver: Chain-of-Evolution Prompting to Boost Large Multimodal Models for Hateful Meme Detection☆17Jan 21, 2025Updated last year
- [ICCV 2025] LVBench: An Extreme Long Video Understanding Benchmark☆146Jul 9, 2025Updated last year
- MR. Video: MapReduce is the Principle for Long Video Understanding☆31Jun 18, 2026Updated 2 months ago
- Long Context Transfer from Language to Vision☆412Mar 18, 2025Updated last year
- [NeurIPS 2024] Needle In A Multimodal Haystack (MM-NIAH): A comprehensive benchmark designed to systematically evaluate the capability of…☆129Nov 25, 2024Updated last year
- Official code for CVPR 2024 paper, "SC-Tune: Unleashing Self-Consistent Referential Comprehension in Large Vision Language Models"☆16Apr 22, 2024Updated 2 years ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- [ECCV 2024🔥] Official implementation of the paper "ST-LLM: Large Language Models Are Effective Temporal Learners"☆155Sep 10, 2024Updated last year
- ☆118Dec 30, 2024Updated last year
- ✨✨The Curse of Multi-Modalities (CMM): Evaluating Hallucinations of Large Multimodal Models across Language, Visual, and Audio☆55Jul 11, 2025Updated last year
- ☆18Jul 10, 2024Updated 2 years ago
- The official repo for "VisualWebInstruct: Scaling up Multimodal Instruction Data through Web Search" [EMNLP25]☆39Feb 1, 2026Updated 6 months ago
- V1: Toward Multimodal Reasoning by Designing Auxiliary Task☆36Apr 14, 2025Updated last year
- [EMNLP 2025 Main] Official implementation of VRoPE: Rotary Position Embedding for Video Large Language Models.☆28Nov 18, 2025Updated 9 months ago
- ChatBridge, an approach to learning a unified multimodal model to interpret, correlate, and reason about various modalities without rely…☆55Sep 4, 2023Updated 2 years ago
- ☆121Feb 4, 2026Updated 6 months ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- [ICCV'25] The official code of paper "Combining Similarity and Importance for Video Token Reduction on Large Visual Language Models"☆77Jan 13, 2026Updated 7 months ago
- Code for paper "Super-CLEVR: A Virtual Benchmark to Diagnose Domain Robustness in Visual Reasoning"☆47Feb 19, 2026Updated 6 months ago
- ✨✨[CVPR 2025] Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis☆790Dec 8, 2025Updated 8 months ago
- [CVPR'2025] VoCo-LLaMA: This repo is the official implementation of "VoCo-LLaMA: Towards Vision Compression with Large Language Models".☆206Jun 18, 2025Updated last year
- [NeurIPS 2024] Artemis: Towards Referential Understanding in Complex Videos☆27Apr 8, 2025Updated last year
- Heterformer: Transformer-based Deep Node Representation Learning on Heterogeneous Text-Rich Networks (KDD 2023)☆28Feb 16, 2024Updated 2 years ago
- Official code repo of Video-Browser: Towards Agentic Open-web Video Browsing☆28Jan 19, 2026Updated 7 months ago
- [NeurIPS 2024] Mitigating Object Hallucination via Concentric Causal Attention☆68Aug 30, 2025Updated last year
- LongLLaVA: Scaling Multi-modal LLMs to 1000 Images Efficiently via Hybrid Architecture☆211Jan 6, 2025Updated last year
- AI Agents on DigitalOcean Gradient AI Platform • AdBuild production-ready AI agents using customizable tools or access multiple LLMs through a single endpoint. Create custom knowledge bases or connect external data.
- Comprehensive benchmark for video text understanding☆29Jun 4, 2025Updated last year
- FreeVA: Offline MLLM as Training-Free Video Assistant☆69Jun 9, 2024Updated 2 years ago
- 🔥🔥First-ever hour scale video understanding models☆626Jul 14, 2025Updated last year
- ✨First Open-Source R1-like Video-LLM [2025/02/18]☆384Jul 1, 2026Updated last month
- Harnessing 1.4M GPT4V-synthesized Data for A Lite Vision-Language Model☆282Jun 25, 2024Updated 2 years ago
- (NeurIPS 2024 Spotlight) TOPA: Extend Large Language Models for Video Understanding via Text-Only Pre-Alignment☆29Sep 27, 2024Updated last year
- ☆159Oct 31, 2024Updated last year