Search Results for author: ZhenLiang Ni

Found 3 papers, 3 papers with code

Context-Guided Spatial Feature Reconstruction for Efficient Semantic Segmentation

1 code implementation10 May 2024 ZhenLiang Ni, Xinghao Chen, Yingjie Zhai, Yehui Tang, Yunhe Wang

Specifically, it achieves $43. 6\%$ mIoU on ADE20K with only $4. 0$ GFLOPs, which is $0. 9\%$ and $2. 5\%$ mIoU better than SeaFormer and SegNeXt but with about $38. 0\%$ fewer GFLOPs.

Semantic Segmentation

Semantic and Spatial Adaptive Pixel-level Classifier for Semantic Segmentation

1 code implementation10 May 2024 Xiaowen Ma, ZhenLiang Ni, Xinghao Chen

Specifically, we employ the coarse masks obtained from the fixed prototypes as a guide to adjust the fixed prototype towards the center of the semantic and spatial domains in the test image.

Semantic Segmentation

Dual Relation Knowledge Distillation for Object Detection

1 code implementation11 Feb 2023 ZhenLiang Ni, Fukui Yang, Shengzhao Wen, Gang Zhang

By distilling the global pixel relation, the student detector can learn the relation between foreground and background features, and avoid the difficulty of distilling features directly for the feature imbalance issue.

Knowledge Distillation Model Compression +4

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