H Liu, C Li, Y Li, YJ Lee - … of the IEEE/CVF Conference on …, 2024 - openaccess.thecvf.com
… rethinking the conventional approaches and exploring the open problems in visualinstruction tuning, we pave the way for more robust and capable systems for LMMs. We hope these …
… the best available mimic of human visual intelligence to date. While multiple methods … tuning using VisualInstructions (VI) [7, 13]. These methods align image tokens produced by visual …
… In this paper, we scale up visualinstructiontuning by presenting a large-scale dataset – SVIT that contains in total 4.2 million instructiontuning data. We also propose new data recipe of …
… fully leveraging the encoding capability of visual encoders. To this end, we propose to enhance the visualinstruction-tuned model end-to-end by collecting instruction-following data that …
J Hernandez, R Villegas, V Ordonez - arXiv preprint arXiv:2406.11262, 2024 - arxiv.org
… This contrasts with the original visualinstructiontuning in which the models retained their … for visual understanding. In this paper, we present the generative visualinstruction tunining, in …
B Wang, F Wu, X Han, J Peng, H Zhong… - Proceedings of the …, 2024 - ojs.aaai.org
… We trained the VIGC network using two types of visual-language instruction fine-tuning data. The first type, represented by the LLaVA dataset (Liu et al. 2023b), is manually curated and …
… Therefore, there is a pressing need for the development of more robust encoders for mathematical images and the tuning of MLLMs with mathematical visualinstructions, for which we …
Y Yuan, W Li, J Liu, D Tang, X Luo… - Proceedings of the …, 2024 - openaccess.thecvf.com
… instructions, which further enhances the robustness and flexibility of Osprey’s response. By taking advantage of visualinstructiontuning… the pixel-level instructiontuning capability for fine…
D Chen, J Liu, W Dai, B Wang - … of the AAAI Conference on Artificial …, 2024 - ojs.aaai.org
… visualinstructiontuning approach that encompasses three stages: Stage 1 focuses on improving the instruction-following ability of the model by tuning … instructions, LLaVA instructions, …