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Jiaxi Cui

2 accepted papers

2024

LanguageBind: Extending Video-Language Pretraining to N-modality by Language-based Semantic Alignment

ICLR 2024poster

The video-language (VL) pretraining has achieved remarkable improvement in multiple downstream tasks. However, the current VL pretraining framework is hard to extend to multiple modalities (N modalities, N ≥ 3) beyond vision and language. We thus propose LanguageBind, taking the language as the bind…

2024

Video-LLaVA: Learning United Visual Representation by Alignment Before Projection

EMNLP 2024main

Large Vision-Language Model (LVLM) has enhanced the performance of various downstream tasks in visual-language understanding. Most existing approaches encode images and videos into separate feature spaces, which are then fed as inputs to large language models. However, due to the lack of unified tok…