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ProSelfLC: Progressive Self Label Correction Towards A Low-Temperature Entropy State


Jun 30, 2022
Xinshao Wang , Yang Hua , Elyor Kodirov , Sankha Subhra Mukherjee , David A. Clifton , Neil M. Robertson

* This work presents a new insightful finding to complement a previous one "deep neural networks easily fit random labels [99]": Deep models fit and generalise significantly less confident when more random labels exist. ProSelfLC redirects and promotes entropy minimisation, which is in marked contrast to recent practices of confidence penalty [16, 59, 72] 

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Not All Knowledge Is Created Equal


Jun 02, 2021
Ziyun Li , Xinshao Wang , Haojin Yang , Di Hu , Neil M. Robertson , David A. Clifton , Christoph Meinel

* Selective mutual knowledge distillation 

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An Image Analogies Approach for Multi-Scale Contour Detection


Jul 21, 2020
Slimane Larabi , Neil M. Robertson

* Not published paper 

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Off-Policy Self-Critical Training for Transformer in Visual Paragraph Generation


Jun 21, 2020
Shiyang Yan , Yang Hua , Neil M. Robertson


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ProSelfLC: Progressive Self Label Correction for Training Robust Deep Neural Networks


Jun 08, 2020
Xinshao Wang , Yang Hua , Elyor Kodirov , Neil M. Robertson

* Open discussion: we show it's fine for a learner (student) to be confident towards a correct low entropy status. Then more research attention should be paid to the definition of correct knowledge, as in genera we accept, human annotations used for learning supervision may be biased, subjective, and wrong 

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ProSelfLC: Progressive Self Label Correction for Target Revising in Label Noise


May 17, 2020
Xinshao Wang , Yang Hua , Elyor Kodirov , Neil M. Robertson

* Learning target revising, softer targets, entropy regularisation, EM algorithm. A target label distribution should define both the semantic class and similarity structure! 

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DADA: Differentiable Automatic Data Augmentation


Mar 28, 2020
Yonggang Li , Guosheng Hu , Yongtao Wang , Timothy Hospedales , Neil M. Robertson , Yongxin Yang


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ID-aware Quality for Set-based Person Re-identification


Nov 20, 2019
Xinshao Wang , Elyor Kodirov , Yang Hua , Neil M. Robertson

* A Set-based Person Re-identification Baseline: Simple Average Fusion of Global Spatial Representations, without temporal information, without parts/poses/attributes information 

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