A Survey on Benchmarks of Multimodal Large Language Models
☆150Jul 1, 2025Updated 9 months ago
Alternatives and similar repositories for Evaluation-Multimodal-LLMs-Survey
Users that are interested in Evaluation-Multimodal-LLMs-Survey are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- We introduce new approach, Token Reduction using CLIP Metric (TRIM), aimed at improving the efficiency of MLLMs without sacrificing their…☆22Jan 11, 2026Updated 3 months ago
- Offical implementation of "Re-Aligning Language to Visual Objects with an Agentic Workflow"☆32Apr 20, 2025Updated 11 months ago
- [CVPR 2024] The official implementation of paper "synthesize, diagnose, and optimize: towards fine-grained vision-language understanding"☆52Jun 16, 2025Updated 10 months ago
- Large Visual Language Model(LVLM), Large Language Model(LLM), Multimodal Large Language Model(MLLM), Alignment, Agent, AI System, Survey☆21Jul 27, 2025Updated 8 months ago
- Efficient Multimodal Large Language Models: A Survey☆386Apr 29, 2025Updated 11 months ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- ☆12Dec 20, 2024Updated last year
- ☆10Jul 5, 2024Updated last year
- ☆19Oct 28, 2025Updated 5 months ago
- [NeurIPS 2024] This repo contains evaluation code for the paper "Are We on the Right Way for Evaluating Large Vision-Language Models"☆206Sep 26, 2024Updated last year
- This is the implementation of CounterCurate, the data curation pipeline of both physical and semantic counterfactual image-caption pairs.☆19Jun 27, 2024Updated last year
- [ICLR2025] MMIU: Multimodal Multi-image Understanding for Evaluating Large Vision-Language Models☆97Sep 14, 2024Updated last year
- This is a repository for paper titled, PlaSma: Making Small Language Models Better Procedural Knowledge Models for (Counterfactual) Plann…☆14Nov 3, 2023Updated 2 years ago
- ☆360Jan 27, 2024Updated 2 years ago
- CLIP-MoE: Mixture of Experts for CLIP☆58Oct 10, 2024Updated last year
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- VHTest☆16Oct 31, 2024Updated last year
- GPT as Psychologist? Preliminary Evaluations for GPT-4V on Visual Affective Computing☆25Mar 21, 2024Updated 2 years ago
- Open-source evaluation toolkit of large multi-modality models (LMMs), support 220+ LMMs, 80+ benchmarks☆4,047Apr 10, 2026Updated last week
- GMAI-MMBench: A Comprehensive Multimodal Evaluation Benchmark Towards General Medical AI.☆84Dec 17, 2024Updated last year
- This repo contains the code for "MEGA-Bench Scaling Multimodal Evaluation to over 500 Real-World Tasks" [ICLR 2025]☆79Jul 1, 2025Updated 9 months ago
- The codebase for our EMNLP24 paper: Multimodal Self-Instruct: Synthetic Abstract Image and Visual Reasoning Instruction Using Language Mo…☆86Jan 27, 2025Updated last year
- [ICLR 2025] SPORTU: A Comprehensive Sports Understanding Benchmark for Multimodal Large Language Models☆18Sep 17, 2025Updated 7 months ago
- ICCV 2023 - AdaptGuard: Defending Against Universal Attacks for Model Adaptation☆11Dec 23, 2023Updated 2 years ago
- [NeurIPS 2023] Official Pytorch code for LOVM: Language-Only Vision Model Selection☆21Feb 3, 2024Updated 2 years ago
- Serverless GPU API endpoints on Runpod - Bonus Credits • AdSkip the infrastructure headaches. Auto-scaling, pay-as-you-go, no-ops approach lets you focus on innovating your application.
- This repo contains evaluation code for the paper "BLINK: Multimodal Large Language Models Can See but Not Perceive". https://arxiv.or…☆164Sep 27, 2025Updated 6 months ago
- [CVPR 2024] Official Code for the Paper "Compositional Chain-of-Thought Prompting for Large Multimodal Models"☆146Jun 20, 2024Updated last year
- [ECCV 2024] ShareGPT4V: Improving Large Multi-modal Models with Better Captions☆253Jul 1, 2024Updated last year
- ☆10Jul 3, 2024Updated last year
- [CVPR 2025 Oral] VideoEspresso: A Large-Scale Chain-of-Thought Dataset for Fine-Grained Video Reasoning via Core Frame Selection☆140Jul 28, 2025Updated 8 months ago
- [ICCV 2023] Going Beyond Nouns With Vision & Language Models Using Synthetic Data☆13Sep 30, 2023Updated 2 years ago
- ☆32Jul 3, 2025Updated 9 months ago
- Python Library to evaluate VLM models' robustness across diverse benchmarks☆222Oct 20, 2025Updated 5 months ago
- Code and data for the paper "Emergent Visual-Semantic Hierarchies in Image-Text Representations" (ECCV 2024)☆34Aug 12, 2024Updated last year
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- [NeurIPS 2024] Calibrated Self-Rewarding Vision Language Models☆87Oct 26, 2025Updated 5 months ago
- [COLM'25] Official implementation of the Law of Vision Representation in MLLMs☆176Oct 6, 2025Updated 6 months ago
- [NeurIPS 2024] Needle In A Multimodal Haystack (MM-NIAH): A comprehensive benchmark designed to systematically evaluate the capability of…☆124Nov 25, 2024Updated last year
- 🚀 [NeurIPS24] Make Vision Matter in Visual-Question-Answering (VQA)! Introducing NaturalBench, a vision-centric VQA benchmark (NeurIPS'2…☆90Jun 24, 2025Updated 9 months ago
- Official implementation of "Why are Visually-Grounded Language Models Bad at Image Classification?" (NeurIPS 2024)☆99Oct 19, 2024Updated last year
- (NeurIPS 2024 Spotlight) TOPA: Extend Large Language Models for Video Understanding via Text-Only Pre-Alignment☆29Sep 27, 2024Updated last year
- [CVPR'24] HallusionBench: You See What You Think? Or You Think What You See? An Image-Context Reasoning Benchmark Challenging for GPT-4V(…☆336Oct 14, 2025Updated 6 months ago