[ACL 2024] Multi-modal preference alignment remedies regression of visual instruction tuning on language model
☆47Nov 10, 2024Updated last year
Alternatives and similar repositories for mllm-dpo
Users that are interested in mllm-dpo are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Preference Learning for LLaVA☆59Nov 9, 2024Updated last year
- [EMNLP 2024] mDPO: Conditional Preference Optimization for Multimodal Large Language Models.☆86Nov 10, 2024Updated last year
- This repository contains the code for SFT, RLHF, and DPO, designed for vision-based LLMs, including the LLaVA models and the LLaMA-3.2-vi…☆122Jun 18, 2025Updated 11 months ago
- We introduce new approach, Token Reduction using CLIP Metric (TRIM), aimed at improving the efficiency of MLLMs without sacrificing their…☆22Jan 11, 2026Updated 4 months ago
- Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization☆104Jan 30, 2024Updated 2 years ago
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective (ACL 2024)☆57Oct 28, 2024Updated last year
- Can 3D Vision-Language Models Truly Understand Natural Language?☆20Mar 28, 2024Updated 2 years ago
- [CVPR'24] RLHF-V: Towards Trustworthy MLLMs via Behavior Alignment from Fine-grained Correctional Human Feedback☆309Sep 11, 2024Updated last year
- [MM2024, oral] "Self-Supervised Visual Preference Alignment" https://arxiv.org/abs/2404.10501☆60Jul 26, 2024Updated last year
- This repo contains the code for the paper "Understanding and Mitigating Hallucinations in Large Vision-Language Models via Modular Attrib…☆39Jul 14, 2025Updated 10 months ago
- [CVPR 2025] Mitigating Object Hallucinations in Large Vision-Language Models with Assembly of Global and Local Attention☆67Jul 16, 2024Updated last year
- [AAAI 2025]Math-PUMA: Progressive Upward Multimodal Alignment to Enhance Mathematical Reasoning☆45Apr 14, 2025Updated last year
- Code and datasets for "Text encoders are performance bottlenecks in contrastive vision-language models". Coming soon!☆11May 24, 2023Updated 3 years ago
- 🚀 [NeurIPS24] Make Vision Matter in Visual-Question-Answering (VQA)! Introducing NaturalBench, a vision-centric VQA benchmark (NeurIPS'2…☆90Jun 24, 2025Updated 11 months ago
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- [Arxiv] Aligning Modalities in Vision Large Language Models via Preference Fine-tuning☆93Apr 30, 2024Updated 2 years ago
- [ECCV’24] Official repository for "BEAF: Observing Before-AFter Changes to Evaluate Hallucination in Vision-language Models"☆22Mar 26, 2025Updated last year
- [ICLR'24] Mitigating Hallucination in Large Multi-Modal Models via Robust Instruction Tuning☆297Mar 13, 2024Updated 2 years ago
- [EMNLP 2024] Official code for "Beyond Embeddings: The Promise of Visual Table in Multi-Modal Models"☆20Oct 17, 2024Updated last year
- Idea2Img: Iterative Self-Refinement with GPT-4V(ision) for Automatic Image Design and Generation, ECCV 2024☆22Feb 15, 2024Updated 2 years ago
- [ICCV2025] V2PE: Improving Multimodal Long-Context Capability of Vision-Language Models with Variable Visual Position Encoding☆60Apr 4, 2026Updated last month
- MLLM-Bench: Evaluating Multimodal LLMs with Per-sample Criteria☆76Oct 16, 2024Updated last year
- Pink: Unveiling the Power of Referential Comprehension for Multi-modal LLMs☆100Jan 16, 2025Updated last year
- MM-Vet: Evaluating Large Multimodal Models for Integrated Capabilities (ICML 2024)☆326Jan 20, 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.
- [NeurIPS 2024] Calibrated Self-Rewarding Vision Language Models☆87Oct 26, 2025Updated 7 months ago
- Visual Instruction Tuning for Qwen2 Base Model☆44Jun 29, 2024Updated last year
- [CVPR'2025] VoCo-LLaMA: This repo is the official implementation of "VoCo-LLaMA: Towards Vision Compression with Large Language Models".☆205Jun 18, 2025Updated 11 months ago
- Look, Compare, Decide: Alleviating Hallucination in Large Vision-Language Models via Multi-View Multi-Path Reasoning☆24Sep 9, 2024Updated last year
- [ICML 2026] Scripting Multi-Scene Videos with Time-Aware and Structural Audio-Visual Captions☆40May 7, 2026Updated 3 weeks ago
- Code for Reducing Hallucinations in Vision-Language Models via Latent Space Steering☆111Nov 23, 2024Updated last year
- A instruction data generation system for multimodal language models.☆37Jan 31, 2025Updated last year
- [ECCV'22 Poster] Explicit Image Caption Editing☆22Nov 30, 2022Updated 3 years ago
- [NeurIPS'25] SSR: Enhancing Depth Perception in Vision-Language Models via Rationale-Guided Spatial Reasoning☆40Oct 14, 2025Updated 7 months ago
- End-to-end encrypted email - Proton Mail • AdSpecial offer: 40% Off Yearly / 80% Off First Month. All Proton services are open source and independently audited for security.
- [ICLR 2024] Analyzing and Mitigating Object Hallucination in Large Vision-Language Models☆156Apr 30, 2024Updated 2 years ago
- Official Implementation of MDK12-Bench: A Multi-Discipline Benchmark for Evaluating Reasoning in Multimodal Large Language Models☆14Nov 1, 2025Updated 6 months ago
- A RLHF Infrastructure for Vision-Language Models☆199Nov 15, 2024Updated last year
- [CVPR'25 highlight] RLAIF-V: Open-Source AI Feedback Leads to Super GPT-4V Trustworthiness☆454May 14, 2025Updated last year
- code for "Strengthening Multimodal Large Language Model with Bootstrapped Preference Optimization"☆63Aug 23, 2024Updated last year
- 【NeurIPS 2024】Dense Connector for MLLMs☆183Oct 14, 2024Updated last year
- [ECCV 2024] Paying More Attention to Image: A Training-Free Method for Alleviating Hallucination in LVLMs☆171Nov 6, 2024Updated last year