conftrace_

large multimodal model

184 papers

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Also known as

LMM

Co-occurring keywords

multimodal learning (4645) visual question answering (1017) large language model (13587) benchmark evaluation (1556) vision-language model (2348) visual reasoning (493) multimodal model (110) instruction tuning (838) zero-shot learning (3650) video understanding (1658)

Papers

State-Space Hierarchical Compression with Gated Attention and Learnable Sampling for Hour-Long Video Understanding in Large Multimodal Models AAAI 2026
From Words to Pixels: A Comprehensive Survey on Large Language Models in Visual Segmentation ACL 2026
Scaling-up Perceptual Video Quality Assessment AAAI 2026
Mitigating Perception Bias: A Training-Free Approach to Enhance LMM for Image Quality Assessment AAAI 2026
MathCanvas: Intrinsic Visual Chain-of-Thought for Multimodal Mathematical Reasoning ACL 2026
Automatic and Reliable Evaluation for Academic Caption-to-Figure Generation with LMMs ACL 2026
CVP: Central-Peripheral Vision-Inspired Multimodal Model for Spatial Reasoning WACV 2026
Human-Centric Open-Future Task Discovery: Formulation, Benchmark, and Scalable Tree-Based Search AAAI 2026
Learning from Reasoning Failures via Synthetic Data Generation AAAI 2026
A Rolling Stone Gathers No Moss: Adaptive Policy Optimization for Stable Self-Evaluation in Large Multimodal Models AAAI 2026
MMSearch-R1: Incentivizing LMMs to Search ACL 2026
UNIKIE-BENCH: Benchmarking Large Multimodal Models for Key Information Extraction in Visual Documents ACL 2026
VC-Inspector: Advancing Reference-free Evaluation of Video Captions with Factual Analysis ACL 2026
Omni-I2C: A Holistic Benchmark for High-Fidelity Image-to-Code Generation ACL 2026
M4U: Evaluating Multilingual Understanding and Reasoning for Large Multimodal Models WACV 2026
GAEA: A Geolocation Aware Conversational Assistant WACV 2026
MangaVQA and MangaLMM: A Benchmark and Specialized Model for Multimodal Manga Understanding EACL 2026
S^2-KD: Semantic-Spectral Knowledge Distillation Spatiotemporal Forecasting AAAI 2026
Zero-Shot Vision Language Reasoning via Dual-layer Scene Graph Chain of Thoughts (Student Abstract) AAAI 2026
Benchmarking Multimodal Knowledge Conflict for Large Multimodal Models AAAI 2026
ViCToR: Improving Visual Comprehension via Token Reconstruction for Pretraining LMMs AAAI 2026
VQAThinker: Exploring Generalizable and Explainable Video Quality Assessment via Reinforcement Learning AAAI 2026
GeoX-Bench: Benchmarking Cross-View Geo-Localization and Pose Estimation Capabilities of Large Multimodal Models AAAI 2026
APB-V: Accelerating Long-Video Understanding via Sequence-Parallelism-aware Approximate Attention ACL 2026
Worse than Random? An Embarrassingly Simple Probing Evaluation of Large Multimodal Models in Medical VQA ACL 2025