Cover Image

Enhancing Perception Capabilities of Multimodal LLMs with Training-Free Fusion

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Chen, Zhuokun, Hu, Jinwu, Deng, Zeshuai, Wang, Yufeng, Zhuang, Bohan, Tan, Mingkui
Format:	Preprint
Published:	2024
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

FlashBlock: Attention Caching for Efficient Long-Context Block Diffusion
by: Chen, Zhuokun, et al.
Published: (2026)

ProtoDCS: Towards Robust and Efficient Open-Set Test-Time Adaptation for Vision-Language Models
by: Luo, Wei, et al.
Published: (2026)

Frequency-Aware Autoregressive Modeling for Efficient High-Resolution Image Synthesis
by: Chen, Zhuokun, et al.
Published: (2025)

Bridging the Dynamic Perception Gap: Training-Free Draft Chain-of-Thought for Dynamic Multimodal Spatial Reasoning
by: Ou, Siqu, et al.
Published: (2025)

Free Video-LLM: Prompt-guided Visual Perception for Efficient Training-free Video LLMs
by: Han, Kai, et al.
Published: (2024)

Text-Guided Layer Fusion Mitigates Hallucination in Multimodal LLMs
by: Lin, Chenchen, et al.
Published: (2026)

Aligning Vision to Language: Annotation-Free Multimodal Knowledge Graph Construction for Enhanced LLMs Reasoning
by: Liu, Junming, et al.
Published: (2025)

DenseFusion-1M: Merging Vision Experts for Comprehensive Multimodal Perception
by: Li, Xiaotong, et al.
Published: (2024)

Fusion to Enhance: Fusion Visual Encoder to Enhance Multimodal Language Model
by: She, Yifei, et al.
Published: (2025)

HiLo: Detailed and Robust 3D Clothed Human Reconstruction with High-and Low-Frequency Information of Parametric Models
by: Yang, Yifan, et al.
Published: (2024)

Charting New Territories: Exploring the Geographic and Geospatial Capabilities of Multimodal LLMs
by: Roberts, Jonathan, et al.
Published: (2023)

Chain-of-Thought Degrades Visual Spatial Reasoning Capabilities of Multimodal LLMs
by: Kancheti, Sai Srinivas, et al.
Published: (2026)

Octopus: Agentic Multimodal Reasoning with Six-Capability Orchestration
by: Guo, Yifu, et al.
Published: (2025)

EarthSpatialBench: Benchmarking Spatial Reasoning Capabilities of Multimodal LLMs on Earth Imagery
by: Xu, Zelin, et al.
Published: (2026)

Beyond Seeing: Evaluating Multimodal LLMs on Tool-Enabled Image Perception, Transformation, and Reasoning
by: Guo, Xingang, et al.
Published: (2025)

Perception-R1: Advancing Multimodal Reasoning Capabilities of MLLMs via Visual Perception Reward
by: Xiao, Tong, et al.
Published: (2025)

Trifuse: Enhancing Attention-Based GUI Grounding via Multimodal Fusion
by: Ma, Longhui, et al.
Published: (2026)

CHRIS: Clothed Human Reconstruction with Side View Consistency
by: Liu, Dong, et al.
Published: (2025)

PAS: A Training-Free Stabilizer for Temporal Encoding in Video LLMs
by: Sun, Bowen, et al.
Published: (2025)

Depth Map Denoising Network and Lightweight Fusion Network for Enhanced 3D Face Recognition
by: Xu, Ruizhuo, et al.
Published: (2024)

Vision Enhancing LLMs: Empowering Multimodal Knowledge Storage and Sharing in LLMs
by: Li, Yunxin, et al.
Published: (2023)

Training-Free Unsupervised Prompt for Vision-Language Models
by: Long, Sifan, et al.
Published: (2024)

Towards Lightweight Super-Resolution with Dual Regression Learning
by: Guo, Yong, et al.
Published: (2022)

MLLMs Know Where to Look: Training-free Perception of Small Visual Details with Multimodal LLMs
by: Zhang, Jiarui, et al.
Published: (2025)

EPMF: Efficient Perception-aware Multi-sensor Fusion for 3D Semantic Segmentation
by: Tan, Mingkui, et al.
Published: (2021)

Multimodal Fusion with Pre-Trained Model Features in Affective Behaviour Analysis In-the-wild
by: Wen, Zhuofan, et al.
Published: (2024)

ReLE: A Scalable System and Structured Benchmark for Diagnosing Capability Anisotropy in Chinese LLMs
by: Fang, Rui, et al.
Published: (2026)

Quantifying the Gaps Between Translation and Native Perception in Training for Multimodal, Multilingual Retrieval
by: Buettner, Kyle, et al.
Published: (2024)

Prototype Fusion: A Training-Free Multi-Layer Approach to OOD Detection
by: Gul, Shreen, et al.
Published: (2026)

MoE-Enhanced Multi-Domain Feature Selection and Fusion for Fast Map-Free Trajectory Prediction
by: Xiong, Wenyi, et al.
Published: (2025)

Dynamic Training-Free Fusion of Subject and Style LoRAs
by: Cao, Qinglong, et al.
Published: (2026)

Vision-DeepResearch: Incentivizing DeepResearch Capability in Multimodal Large Language Models
by: Huang, Wenxuan, et al.
Published: (2026)

Evaluating the Impact of Post-Training Quantization on Reliable VQA with Multimodal LLMs
by: Kurz, Paul Jonas, et al.
Published: (2026)

FreeBind: Free Lunch in Unified Multimodal Space via Knowledge Fusion
by: Wang, Zehan, et al.
Published: (2024)

ECMF: Enhanced Cross-Modal Fusion for Multimodal Emotion Recognition in MER-SEMI Challenge
by: Hu, Juewen, et al.
Published: (2025)

ClueTracer: Question-to-Vision Clue Tracing for Training-Free Hallucination Suppression in Multimodal Reasoning
by: Xi, Gongli, et al.
Published: (2026)

MIRe: Enhancing Multimodal Queries Representation via Fusion-Free Modality Interaction for Multimodal Retrieval
by: Ju, Yeong-Joon, et al.
Published: (2024)

Are Large Vision Language Models Good Game Players?
by: Wang, Xinyu, et al.
Published: (2025)

Sparse Shortcuts: Facilitating Efficient Fusion in Multimodal Large Language Models
by: Zhang, Jingrui, et al.
Published: (2026)

Dissecting Multimodality in VideoQA Transformer Models by Impairing Modality Fusion
by: Rawal, Ishaan Singh, et al.
Published: (2023)