% Key papers for Multimodal LLM benchmarks (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{cvpr2024_mmmu_24071, title = {{MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/31040}, } @inproceedings{aaai2018_towards_100584, title = {{Towards Building Large Scale Multimodal Domain-Aware Conversation Systems}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2018}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/11331}, } @inproceedings{cvpr2024_pixellm_24472, title = {{PixelLM: Pixel Reasoning with Large Multimodal Model}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/31700}, } @inproceedings{cvpr2024_vip_25208, title = {{ViP-LLaVA: Making Large Multimodal Models Understand Arbitrary Visual Prompts}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/29580}, } @inproceedings{cvpr2024_omnimedvqa_24332, title = {{OmniMedVQA: A New Large-Scale Comprehensive Evaluation Benchmark for Medical LVLM}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/30658}, } @inproceedings{icml2024_mm_44108, title = {{MM-Vet: Evaluating Large Multimodal Models for Integrated Capabilities}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/34344}, } @inproceedings{aaai2020_v_103778, title = {{V-PROM: A Benchmark for Visual Reasoning Using Visual Progressive Matrices}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2020}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/6885}, } @inproceedings{neurips2024_mmlongbench_73694, title = {{MMLONGBENCH-DOC: Benchmarking Long-context Document Understanding with Visualizations}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/97524}, } @inproceedings{neurips2024_measuring_72096, title = {{Measuring Multimodal Mathematical Reasoning with MATH-Vision Dataset}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/97697}, } @inproceedings{cvpr2025_chatgarment_25698, title = {{ChatGarment: Garment Estimation, Generation and Editing via Large Language Models}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/33886}, } @inproceedings{neurips2025_ocrbench_77598, title = {{OCRBench v2: An Improved Benchmark for Evaluating Large Multimodal Models on Visual Text Localization and Reasoning}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=Vb6i3Dp24N}, } @inproceedings{neurips2025_mmada_80144, title = {{MMaDA: Multimodal Large Diffusion Language Models}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=wczmXLuLGd}, } @inproceedings{neurips2024_gmai_71591, title = {{GMAI-MMBench: A Comprehensive Multimodal Evaluation Benchmark Towards General Medical AI}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/97754}, } @inproceedings{aaai2025_urbench_11193, title = {{UrBench: A Comprehensive Benchmark for Evaluating Large Multimodal Models in Multi-View Urban Scenarios}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/33163}, } @inproceedings{cvpr2024_glitchbench_23629, title = {{GlitchBench: Can Large Multimodal Models Detect Video Game Glitches?}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/29782}, } @inproceedings{neurips2024_cares_72897, title = {{CARES: A Comprehensive Benchmark of Trustworthiness in Medical Vision Language Models}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/97614}, } @inproceedings{cvpr2025_all_25471, title = {{All Languages Matter: Evaluating LMMs on Culturally Diverse 100 Languages}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/33480}, } @inproceedings{icml2024_gpt_45420, title = {{GPT-4V(ision) is a Generalist Web Agent, if Grounded}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/33031}, } @inproceedings{cvpr2025_fsbench_26224, title = {{FSBench: A Figure Skating Benchmark for Advancing Artistic Sports Understanding}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/33747}, } @inproceedings{cvpr2025_microvqa_26950, title = {{MicroVQA: A Multimodal Reasoning Benchmark for Microscopy-Based Scientific Research}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/32974}, } @inproceedings{neurips2025_eagle_77731, title = {{Eagle 2.5: Boosting Long-Context Post-Training for Frontier Vision-Language Models}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=X2xLfqX24x}, } @inproceedings{cvpr2025_forensics_26301, title = {{Forensics-Bench: A Comprehensive Forgery Detection Benchmark Suite for Large Vision Language Models}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/34175}, }