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Showing 101–125 of 2177 papers

TitleStatusHype
SITE: towards Spatial Intelligence Thorough Evaluation—0
Probabilistic Embeddings for Frozen Vision-Language Models: Uncertainty Quantification with Gaussian Process Latent Variable ModelsCode0
Structure Causal Models and LLMs Integration in Medical Visual Question Answering—0
Sim2Real Transfer for Vision-Based Grasp VerificationCode0
Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks—0
Compositional Image-Text Matching and Retrieval by Grounding EntitiesCode0
Adaptive Token Boundaries: Integrating Human Chunking Mechanisms into Multimodal LLMs—0
Knowledge-Augmented Language Models Interpreting Structured Chest X-Ray Findings—0
Transferable Adversarial Attacks on Black-Box Vision-Language Models—0
Grounding Task Assistance with Multimodal Cues from a Single Demonstration—0
AdCare-VLM: Leveraging Large Vision Language Model (LVLM) to Monitor Long-Term Medication Adherence and CareCode0
Unlearning Sensitive Information in Multimodal LLMs: Benchmark and Attack-Defense EvaluationCode0
UniBiomed: A Universal Foundation Model for Grounded Biomedical Image InterpretationCode1
Calibrating Uncertainty Quantification of Multi-Modal LLMs using Grounding—0
ChestX-Reasoner: Advancing Radiology Foundation Models with Reasoning through Step-by-Step VerificationCode1
LMME3DHF: Benchmarking and Evaluating Multimodal 3D Human Face Generation with LMMs—0
SpatialReasoner: Towards Explicit and Generalizable 3D Spatial Reasoning—0
Data-Driven Calibration of Prediction Sets in Large Vision-Language Models Based on Inductive Conformal Prediction—0
Benchmarking Multimodal Mathematical Reasoning with Explicit Visual DependencyCode1
TraveLLaMA: Facilitating Multi-modal Large Language Models to Understand Urban Scenes and Provide Travel Assistance—0
Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video UnderstandingCode0
Neglected Risks: The Disturbing Reality of Children's Images in Datasets and the Urgent Call for Accountability—0
Hadamard product in deep learning: Introduction, Advances and Challenges—0
Bridging the Semantic Gaps: Improving Medical VQA Consistency with LLM-Augmented Question Sets—0
Instruction-augmented Multimodal Alignment for Image-Text and Element Matching—0
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All datasetsMM-VetViP-BenchVQA v2 test-devBenchLMMMMBenchV*benchVQA v2 valMSRVTT-QAVQA v2 test-stdMMHal-BenchMSVD-QAPlotQA-D1

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MMCTAgent (GPT-4 + GPT-4V)GPT-4 score74.24—Unverified
2Qwen2-VL-72BGPT-4 score74—Unverified
3InternVL2.5-78BGPT-4 score72.3—Unverified
4GPT-4o +text rationale +IoTGPT-4 score72.2—Unverified
5Lyra-ProGPT-4 score71.4—Unverified
6GLM-4V-PlusGPT-4 score71.1—Unverified
7Phantom-7BGPT-4 score70.8—Unverified
8InternVL2.5-38BGPT-4 score68.8—Unverified
9InternVL2-26B (SGP, token ratio 64%)GPT-4 score65.6—Unverified
10Baichuan-Omni (7B)GPT-4 score65.4—Unverified