Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis | Paper Citation Record

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This paper cites LLaVA-OneVision-1.5: Fully Open Framework for Democratized Multimodal Training.

Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis LLaVA-OneVision-1.5: Fully Open Framework for Democratized Multimodal Training

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This paper cites In: Proceedings of the IEEE International Con- ference on Computer Vision.

Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis In: Proceedings of the IEEE International Con- ference on Computer Vision

Reference 2

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This paper cites Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond.

Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond

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This paper cites In: 2025 IEEE International Conference on Robotics and Automation (ICRA).

Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis In: 2025 IEEE International Conference on Robotics and Automation (ICRA)

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This paper cites In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition.

Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition

Reference 6

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This paper cites Enhanced Vision-Language Models for Diverse Sensor Understanding: Cost-Efficient Optimization and Benchmarking.

Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis Enhanced Vision-Language Models for Diverse Sensor Understanding: Cost-Efficient Optimization and Benchmarking

Reference 7

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This paper cites arXiv preprint arXiv:2502.03333 (2025).

Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis arXiv preprint arXiv:2502.03333 (2025)

Reference 8

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This paper cites MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models.

Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models

Reference 9

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This paper cites MME-Survey: A Comprehensive Survey on Evaluation of Multimodal LLMs.

Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis MME-Survey: A Comprehensive Survey on Evaluation of Multimodal LLMs

Reference 10

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This paper cites IEEE Transactions on Pattern Analysis and Machine Intelligence (2025) 16 Shihao Yuan, Yuanze Li,et al.

Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis IEEE Transactions on Pattern Analysis and Machine Intelligence (2025) 16 Shihao Yuan, Yuanze Li,et al

Reference 11

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This paper cites In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition.

Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition

Reference 12

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This paper cites In: 6th International Symposium on Advanced Optical Manufacturing and Testing Technologies: Large Mirrors and Telescopes.

Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis In: 6th International Symposium on Advanced Optical Manufacturing and Testing Technologies: Large Mirrors and Telescopes

Reference 13

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This paper cites In: Findings of the Association for Computational Linguistics: EMNLP 2024.

Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis In: Findings of the Association for Computational Linguistics: EMNLP 2024

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This paper cites IEEE Transactions on Pattern Analysis and Machine Intelligence35(12), 2891– 2903 (2013).

Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis IEEE Transactions on Pattern Analysis and Machine Intelligence35(12), 2891– 2903 (2013)

Reference 15

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis Unresolved cited work

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This paper cites Qwen3-VL Technical Report.

Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis Qwen3-VL Technical Report

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This paper cites In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition.

Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition

Reference 18

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This paper cites Advances in neural information processing systems36(2024).

Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis Advances in neural information processing systems36(2024)

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis Unresolved cited work

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This paper cites IEEE Transactions on Geoscience and Remote Sensing 58(12), 8555–8566 (2020).

Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis IEEE Transactions on Geoscience and Remote Sensing 58(12), 8555–8566 (2020)

Reference 21

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This paper cites In: Interna- tional Conference on Learning Representations (2017).

Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis In: Interna- tional Conference on Learning Representations (2017)

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This paper cites In: The 36th Conference on Neural Information Pro- cessing Systems (NeurIPS) (2022).

Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis In: The 36th Conference on Neural Information Pro- cessing Systems (NeurIPS) (2022)

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis In: Proceedings of the IEEE/CVF Winter Conference on Applica- tions of Computer Vision

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This paper cites College of the Redwoods 45(1), 1049–1060 (1998).

Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis College of the Redwoods 45(1), 1049–1060 (1998)

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This paper cites RGB-Th-Bench: A Dense benchmark for Visual-Thermal Understanding of Vision Language Models.

Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis RGB-Th-Bench: A Dense benchmark for Visual-Thermal Understanding of Vision Language Models

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis Instruction Tuning with GPT-4

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis In: Acquisition and Analysis of Pictorial Data

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This paper cites In: Spline Functions and Approximation Theory: Proceedings of the Symposium held at the University of Alberta, Edmon- ton May 29 to June 1, 1972.

Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis In: Spline Functions and Approximation Theory: Proceedings of the Symposium held at the University of Alberta, Edmon- ton May 29 to June 1, 1972

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This paper cites In: Proceedings of the 1st Workshop on Taming Large Language Models: Controllability in the era of Interactive Assistants! pp.

Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis In: Proceedings of the 1st Workshop on Taming Large Language Models: Controllability in the era of Interactive Assistants! pp

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis In: European Conference on Computer Vision

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis In: Proceedings of the 23rd Work- shop on Biomedical Natural Language Processing

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This paper cites InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency.

Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency

Reference 33

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis Pattern Recognition137, 109347 (2023)

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis MM-Vet: Evaluating Large Multimodal Models for Integrated Capabilities

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis MedSG-Bench: A Benchmark for Medical Image Sequences Grounding

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition

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This paper cites IEEE Transactions on Geoscience and Remote Sensing62, 1–20 (2024).

Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis IEEE Transactions on Geoscience and Remote Sensing62, 1–20 (2024)

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis In: Infrared Materials, Devices, and Applications

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This paper cites IEEE Transac- tions on Visualization and Computer Graphics22(8), 2051–2069 (2015).

Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis IEEE Transac- tions on Visualization and Computer Graphics22(8), 2051–2069 (2015)

Reference 40

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models

Reference 41

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This paper cites Make sure you understand the scene fully.

Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis Make sure you understand the scene fully

Reference 42

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis You can check reference description if you are not sure about the scene, but DO NOT copy it

Reference 43

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis Unresolved cited work

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis Unresolved cited work

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This paper cites [REQUIREMENT].

Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis [REQUIREMENT]

Reference 46

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis Unresolved cited work

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis Also DO NOT describe the features that not showing in both images

Reference 48

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis <caption>

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis Unresolved cited work

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis Such features may includes colors, shapes, photographic effects or other features that not involved in the scene description

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis Unresolved cited work

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis Please note the subject only can see the image

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis [REQUIREMENT]

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis Unresolved cited work

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis Also DO NOT describe the features that already included in the scene description

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis Scene description

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis Unresolved cited work

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis Your question should be clear and meaningful, requiring the subject having a strong ability that connecting common knowledge to the scene to solve the question

Reference 60

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis The answer should be clear and distinct

Reference 61

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis Adjust the number of incorrect answers according to your question (i.e

Reference 62

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis Unresolved cited work

Reference 63

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis Supplementary Material 19

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis You need to generated all kinds of questions related to the question type and the ability behind the question type

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis Avoid generating question and answers with a lot of guessing and assuming

Reference 66

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis strategy

Reference 67

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis Unresolved cited work

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis Unresolved cited work

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis Unresolved cited work

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis You can assume the subject only can see the image and modality description

Reference 71

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Observation ef1b10c2-e757-4640-bf51-cab01ed1efb0 · outbound

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis However you can make up some extra knowledge in the modality description, it will be provided to subject

Reference 72

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis <photographic_caption>: Photographic Description generated before

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis Unresolved cited work

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Observation 75784c62-eacb-41cd-bb33-da82226b7781 · outbound

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis Unresolved cited work

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis Unresolved cited work

Reference 76

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis Your question should be clear and meaningful, requiring the subject having a strong ability that connecting common knowledge to the modality description to solve the question

Reference 77

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis The answer should be clear and distinct

Reference 78

Resolution: unresolved; no resolver link, observed 2026-07-14T12:45:30.225562Z

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This paper cites Adjust the number of incorrect answers according to your question (i.e.

Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis Adjust the number of incorrect answers according to your question (i.e

Reference 79

Resolution: unresolved; no resolver link, observed 2026-07-14T12:45:30.225562Z

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Observation 3ea8c76e-24b1-4f60-99ba-e25075a9d965 · outbound

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis Unresolved cited work

Reference 80

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Observation cea9ec42-19a3-477e-99f7-930ee0c5859e · outbound

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis Unresolved cited work

Reference 81

Resolution: unresolved; no resolver link, observed 2026-07-14T12:45:30.225562Z

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Observation 3262dc7a-229d-43e6-a665-f33406c6144e · outbound

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis You need to generated all kinds of questions related to the question type and the ability behind the question type

Reference 82

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Observation 4d7a3cab-d979-4a51-a99d-05a1447e7115 · outbound

This paper cites Avoid generating question and answers with a lot of guessing and assuming.

Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis Avoid generating question and answers with a lot of guessing and assuming

Reference 83

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Observation 95c24cdf-569d-4463-b928-21a60967a7f3 · outbound

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Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis strategy

Reference 84

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