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20202024
most citedTransKD: Transformer Knowledge Distillation for Efficient Semantic Segmentation

27 citations · 127 across the 53 of their papers we have counts for

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13 papers · 1 filter

cs.CV2024★ 1 cited

Deformable Mamba for Wide Field of View Segmentation

Jie Hu, Junwei Zheng, Jiale Wei +2

Recent advancements in the Mamba architecture, with its linear computational complexity, being a promising alternative to transformer architectures suffering from quadratic complex…

cs.CV2024

Solving Zero-Shot 3D Visual Grounding as Constraint Satisfaction Problems

Qihao Yuan, Kailai Li, Jiaming Zhang

3D visual grounding (3DVG) aims to locate objects in a 3D scene with natural language descriptions. Supervised methods have achieved decent accuracy, but have a closed vocabulary a…

cs.CV2024

OneBEV: Using One Panoramic Image for Bird's-Eye-View Semantic Mapping

Jiale Wei, Junwei Zheng, Ruiping Liu +3

In the field of autonomous driving, Bird's-Eye-View (BEV) perception has attracted increasing attention in the community since it provides more comprehensive information compared w…

cs.CV2024

@Bench: Benchmarking Vision-Language Models for Human-centered Assistive Technology

Xin Jiang, Junwei Zheng, Ruiping Liu +4

As Vision-Language Models (VLMs) advance, human-centered Assistive Technologies (ATs) for helping People with Visual Impairments (PVIs) are evolving into generalists, capable of pe…

cs.CV2024

Comb, Prune, Distill: Towards Unified Pruning for Vision Model Compression

Jonas Schmitt, Ruiping Liu, Junwei Zheng +2

Lightweight and effective models are essential for devices with limited resources, such as intelligent vehicles. Structured pruning offers a promising approach to model compression…

cs.CV2024

Open Panoramic Segmentation

Junwei Zheng, Ruiping Liu, Yufan Chen +5

Panoramic images, capturing a 360° field of view (FoV), encompass omnidirectional spatial information crucial for scene understanding. However, it is not only costly to obtain trai…