conftrace_

visual understanding

83 papers

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Co-occurring keywords

multimodal learning (4645) multimodal large language model (966) large language model (13587) visual question answering (1017) image captioning (731) benchmark evaluation (1556) vision-language model (2348) object detection (2762) vision language model (767) instruction tuning (838)

Papers

Plot2Code: A Comprehensive Benchmark for Evaluating Multi-modal Large Language Models in Code Generation from Scientific Plots NAACL 2025
OpenING: A Comprehensive Benchmark for Judging Open-ended Interleaved Image-Text Generation CVPR 2025
Words Over Pixels? Rethinking Vision in Multimodal Large Language Models IJCAI 2025
The Photographer's Eye: Teaching Multimodal Large Language Models to See, and Critique Like Photographers CVPR 2025
Is `Right' Right? Enhancing Object Orientation Understanding in Multimodal Large Language Models through Egocentric Instruction Tuning CVPR 2025
RCI: A Score for Evaluating Global and Local Reasoning in Multimodal Benchmarks EMNLP 2025
SparseMM: Head Sparsity Emerges from Visual Concept Responses in MLLMs ICCV 2025
From Objects to Events: Unlocking Complex Visual Understanding in Object Detectors via LLM-guided Symbolic Reasoning ICCV 2025
Not all Views are Created Equal: Analyzing Viewpoint Instabilities in Vision Foundation Models ICCV 2025
What if...?: Thinking Counterfactual Keywords Helps to Mitigate Hallucination in Large Multi-modal Models EMNLP 2024
VGBench: Evaluating Large Language Models on Vector Graphics Understanding and Generation EMNLP 2024
Video-LLaVA: Learning United Visual Representation by Alignment Before Projection EMNLP 2024
Towards More Unified In-context Visual Understanding CVPR 2024
PixelLM: Pixel Reasoning with Large Multimodal Model CVPR 2024
Plot Twist: Multimodal Models Don’t Comprehend Simple Chart Details EMNLP 2024
Vitron: A Unified Pixel-level Vision LLM for Understanding, Generating, Segmenting, Editing NIPS 2024
CONSTRUCTURE: Benchmarking CONcept STRUCTUre REasoning for Multimodal Large Language Models EMNLP 2024
Vanessa: Visual Connotation and Aesthetic Attributes Understanding Network for Multimodal Aspect-based Sentiment Analysis EMNLP 2024
GRAM: Global Reasoning for Multi-Page VQA CVPR 2024
Honeybee: Locality-enhanced Projector for Multimodal LLM CVPR 2024
VisionLLM v2: An End-to-End Generalist Multimodal Large Language Model for Hundreds of Vision-Language Tasks NIPS 2024
Can Large Multimodal Models Uncover Deep Semantics Behind Images? ACL 2024
Generating Vehicular Icon Descriptions and Indications Using Large Vision-Language Models EMNLP 2024
JourneyBench: A Challenging One-Stop Vision-Language Understanding Benchmark of Generated Images NIPS 2024
Unraveling the Truth: Do VLMs really Understand Charts? A Deep Dive into Consistency and Robustness EMNLP 2024