Search Results for author: Deng Li

Found 5 papers, 3 papers with code

Prompt-Driven Dynamic Object-Centric Learning for Single Domain Generalization

no code implementations28 Feb 2024 Deng Li, Aming Wu, YaoWei Wang, Yahong Han

In this paper, we propose a dynamic object-centric perception network based on prompt learning, aiming to adapt to the variations in image complexity.

Domain Generalization Image Classification +3

Prototype-guided Cross-task Knowledge Distillation for Large-scale Models

1 code implementation26 Dec 2022 Deng Li, Aming Wu, Yahong Han, Qi Tian

Considering the complexity and variability of real scene tasks, we propose a Prototype-guided Cross-task Knowledge Distillation (ProC-KD) approach to transfer the intrinsic local-level object knowledge of a large-scale teacher network to various task scenarios.

Knowledge Distillation

Peng Cheng Object Detection Benchmark for Smart City

no code implementations11 Mar 2022 YaoWei Wang, Zhouxin Yang, Rui Liu, Deng Li, Yuandu Lai, Leyuan Fang, Yahong Han

Considering the diversity and complexity of scenes in intelligent city governance, we build a large-scale object detection benchmark for the smart city.

Object object-detection +1

LineCounter: Learning Handwritten Text Line Segmentation by Counting

1 code implementation24 May 2021 Deng Li, Yue Wu, Yicong Zhou

In this paper, we propose a novel Line Counting formulation for HTLS -- that involves counting the number of text lines from the top at every pixel location.

Handwritten Text Recognition object-detection +3

SauvolaNet: Learning Adaptive Sauvola Network for Degraded Document Binarization

1 code implementation12 May 2021 Deng Li, Yue Wu, Yicong Zhou

The AST module further consolidates the outputs from MWS and PWA and predicts the final adaptive threshold for each pixel location.

Binarization

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