conftrace_

multimodal large language model

966 papers

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Also known as

MLLMS M-LLM MLLM

Co-occurring keywords

multimodal learning (4645) benchmark evaluation (1556) large language model (13587) visual question answering (1017) visual reasoning (493) video understanding (1658) instruction tuning (838) vision-language model (2348) chain-of-thought reasoning (551) visual grounding (518)

Papers

Unsupervised Visual Chain-of-Thought Reasoning via Preference Optimization ICCV 2025
Insight Over Sight: Exploring the Vision-Knowledge Conflicts in Multimodal LLMs ACL 2025
HIS-GPT: Towards 3D Human-In-Scene Multimodal Understanding ICCV 2025
Constructing Ophthalmic MLLM for Positioning-diagnosis Collaboration Through Clinical Cognitive Chain Reasoning ICCV 2025
IAA: Inner-Adaptor Architecture Empowers Frozen Large Language Model with Multimodal Capabilities AAAI 2025
Assessing Modality Bias in Video Question Answering Benchmarks with Multimodal Large Language Models AAAI 2025
Unified Multimodal Understanding via Byte-Pair Visual Encoding ICCV 2025
Cross-modal Information Flow in Multimodal Large Language Models CVPR 2025
Benchmarking Table Extraction: Multimodal LLMs vs Traditional OCR ACL 2025
Visual Chronicles: Using Multimodal LLMs to Analyze Massive Collections of Images ICCV 2025
Can’t See the Forest for the Trees: Benchmarking Multimodal Safety Awareness for Multimodal LLMs ACL 2025
Towards Omnimodal Expressions and Reasoning in Referring Audio-Visual Segmentation ICCV 2025
EchoTraffic: Enhancing Traffic Anomaly Understanding with Audio-Visual Insights CVPR 2025
CompCap: Improving Multimodal Large Language Models with Composite Captions ICCV 2025
LLaVA Steering: Visual Instruction Tuning with 500x Fewer Parameters through Modality Linear Representation-Steering ACL 2025
From Holistic to Localized: Local Enhanced Adapters for Efficient Visual Instruction Fine-Tuning ICCV 2025
Corvid: Improving Multimodal Large Language Models Towards Chain-of-Thought Reasoning ICCV 2025
STI-Bench: Are MLLMs Ready for Precise Spatial-Temporal World Understanding? ICCV 2025
MC-Bench: A Benchmark for Multi-Context Visual Grounding in the Era of MLLMs ICCV 2025
MM-IFEngine: Towards Multimodal Instruction Following ICCV 2025
MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI ICCV 2025
VisionMath: Vision-Form Mathematical Problem-Solving ICCV 2025
HiddenDetect: Detecting Jailbreak Attacks against Multimodal Large Language Models via Monitoring Hidden States ACL 2025
GenieBlue: Integrating both Linguistic and Multimodal Capabilities for Large Language Models on Mobile Devices ICCV 2025
Hints of Prompt: Enhancing Visual Representation for Multimodal LLMs in Autonomous Driving ICCV 2025