Search Results for author: Xuelin Zhu

Found 7 papers, 1 papers with code

Query-Based Knowledge Sharing for Open-Vocabulary Multi-Label Classification

no code implementations2 Jan 2024 Xuelin Zhu, Jian Liu, Dongqi Tang, Jiawei Ge, Weijia Liu, Bo Liu, Jiuxin Cao

Identifying labels that did not appear during training, known as multi-label zero-shot learning, is a non-trivial task in computer vision.

Knowledge Distillation Multi-Label Classification +1

Beyond Visual Cues: Synchronously Exploring Target-Centric Semantics for Vision-Language Tracking

no code implementations28 Nov 2023 Jiawei Ge, Xiangmei Chen, Jiuxin Cao, Xuelin Zhu, Bo Liu

However, current VL trackers have not fully exploited the power of VL learning, as they suffer from limitations such as heavily relying on off-the-shelf backbones for feature extraction, ineffective VL fusion designs, and the absence of VL-related loss functions.

Object Tracking Representation Learning

Two-Stream Transformer for Multi-Label Image Classification

1 code implementation ACMMM 2022 Xuelin Zhu, Jiuxin Cao, Jiawei Ge, Weijia Liu, Bo Liu

Specifically, in each layer of TSFormer, a cross-modal attention module is developed to aggregate visual features from spatial stream into semantic stream and update label semantics via a residual connection.

Classification Multi-Label Image Classification +1

Balanced Symmetric Cross Entropy for Large Scale Imbalanced and Noisy Data

no code implementations3 Jul 2020 Feifei Huang, Jie Li, Xuelin Zhu

Deep convolution neural network has attracted many attentions in large-scale visual classification task, and achieves significant performance improvement compared to traditional visual analysis methods.

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