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TitleStatusHype
DistilDoc: Knowledge Distillation for Visually-Rich Document Applications—0
Benchmarking Vision-Language Contrastive Methods for Medical Representation LearningCode0
RS-Agent: Automating Remote Sensing Tasks through Intelligent AgentCode2
CVQA: Culturally-diverse Multilingual Visual Question Answering Benchmark—0
Solution for SMART-101 Challenge of CVPR Multi-modal Algorithmic Reasoning Task 2024—0
VCR: A Task for Pixel-Level Complex Reasoning in Vision Language Models via Restoring Occluded TextCode1
Towards Semantic Equivalence of Tokenization in Multimodal LLM—0
RoboMamba: Efficient Vision-Language-Action Model for Robotic Reasoning and Manipulation—0
DeepStack: Deeply Stacking Visual Tokens is Surprisingly Simple and Effective for LMMs—0
Understanding Information Storage and Transfer in Multi-modal Large Language Models—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