activity
20242026
most citedSGLP: A Similarity Guided Fast Layer Partition Pruning for Compressing Large Deep Models

3 citations · 3 across the 7 of their papers we have counts for

collaborators

8 papers

cs.CV2026

What Can I Edit? Open-Ended Strategy Discovery and the Emotion Editability Landscape

Qing Li, Zeyu Dong, Yin Cui +2

Emotional image editing requires more than applying affective filters or modifying predefined visual factors: an effective edit must identify what a particular image can afford for…

cs.CV2025

PanoLora: Bridging Perspective and Panoramic Video Generation with LoRA Adaptation

Zeyu Dong, Yuyang Yin, Yuqi Li +3

Generating high-quality 360° panoramic videos remains a significant challenge due to the fundamental differences between panoramic and traditional perspective-view projections. Whi…

cs.CV2025

AMMKD: Adaptive Multimodal Multi-teacher Distillation for Lightweight Vision-Language Models

Yuqi Li, Chuanguang Yang, Junhao Dong +6

The success of large-scale visual language pretraining (VLP) models has driven widespread adoption of image-text retrieval tasks. However, their deployment on mobile devices remain…

cs.LG2025

Frequency-Aligned Knowledge Distillation for Lightweight Spatiotemporal Forecasting

Yuqi Li, Chuanguang Yang, Hansheng Zeng +5

Spatiotemporal forecasting tasks, such as traffic flow, combustion dynamics, and weather forecasting, often require complex models that suffer from low training efficiency and high…

cs.CV2025

SRKD: Towards Efficient 3D Point Cloud Segmentation via Structure- and Relation-aware Knowledge Distillation

Yuqi Li, Junhao Dong, Zeyu Dong +3

3D point cloud segmentation faces practical challenges due to the computational complexity and deployment limitations of large-scale transformer-based models. To address this, we p…

cs.SD2025

SepPrune: Structured Pruning for Efficient Deep Speech Separation

Yuqi Li, Kai Li, Xin Yin +6

Although deep learning has substantially advanced speech separation in recent years, most existing studies continue to prioritize separation quality while overlooking computational…

cs.LG2024★ 3 cited

SGLP: A Similarity Guided Fast Layer Partition Pruning for Compressing Large Deep Models

Yuqi Li, Yao Lu, Junhao Dong +7

Layer pruning has emerged as a potent approach to remove redundant layers in the pre-trained network on the purpose of reducing network size and improve computational efficiency. H…

cs.CV2024

Prototype-Driven Multi-Feature Generation for Visible-Infrared Person Re-identification

Jiarui Li, Zhen Qiu, Yilin Yang +3

The primary challenges in visible-infrared person re-identification arise from the differences between visible (vis) and infrared (ir) images, including inter-modal and intra-modal…