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20232026
most citedConnecting Multi-modal Contrastive Representations

13 citations · 24 across the 15 of their papers we have counts for

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Showing 2024Show all

6 papers · 1 filter

cs.CV2024

Orient Anything: Learning Robust Object Orientation Estimation from Rendering 3D Models

Zehan Wang, Ziang Zhang, Tianyu Pang +3

Orientation is a key attribute of objects, crucial for understanding their spatial pose and arrangement in images. However, practical solutions for accurate orientation estimation…

cs.SD2024

OmniSep: Unified Omni-Modality Sound Separation with Query-Mixup

Xize Cheng, Siqi Zheng, Zehan Wang +8

The scaling up has brought tremendous success in the fields of vision and language in recent years. When it comes to audio, however, researchers encounter a major challenge in scal…

cs.SD2024

MuVi: Video-to-Music Generation with Semantic Alignment and Rhythmic Synchronization

Ruiqi Li, Siqi Zheng, Xize Cheng +3

Generating music that aligns with the visual content of a video has been a challenging task, as it requires a deep understanding of visual semantics and involves generating music w…

eess.AS2024

WavTokenizer: an Efficient Acoustic Discrete Codec Tokenizer for Audio Language Modeling

Shengpeng Ji, Ziyue Jiang, Wen Wang +14

Language models have been effectively applied to modeling natural signals, such as images, video, speech, and audio. A crucial component of these models is the codec tokenizer, whi…

cs.CV2024★ 1 cited

OmniBind: Large-scale Omni Multimodal Representation via Binding Spaces

Zehan Wang, Ziang Zhang, Hang Zhang +5

Recently, human-computer interaction with various modalities has shown promising applications, like GPT-4o and Gemini. Given the foundational role of multimodal joint representatio…

cs.CV2024

FreeBind: Free Lunch in Unified Multimodal Space via Knowledge Fusion

Zehan Wang, Ziang Zhang, Xize Cheng +8

Unified multi-model representation spaces are the foundation of multimodal understanding and generation. However, the billions of model parameters and catastrophic forgetting probl…