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Jaccard Metric Losses: Optimizing the Jaccard Index with Soft Labels

11 February 2023

Zifu Wang

Xuefei Ning

Matthew B. Blaschko

VLM

ArXiv (abs)PDF HTML Github (52★)

Papers citing "Jaccard Metric Losses: Optimizing the Jaccard Index with Soft Labels"

42 / 42 papers shown

Title
TipSegNet: Fingertip Segmentation in Contactless Fingerprint Imaging L. Ruzicka Bernhard Kohn Clemens Heitzinger 205 0 0 10 Jan 2025
Dice Semimetric Losses: Optimizing the Dice Score with Soft Labels Zifu Wang Teodora Popordanoska J. Bertels Robin Lemmens Matthew B. Blaschko 47 10 0 28 Mar 2023
ConvNeXt V2: Co-designing and Scaling ConvNets with Masked Autoencoders Sanghyun Woo Shoubhik Debnath Ronghang Hu Xinlei Chen Zhuang Liu In So Kweon Saining Xie SyDa 149 800 0 02 Jan 2023
Augmentation Matters: A Simple-yet-Effective Approach to Semi-supervised Semantic Segmentation Zhen Zhao Lihe Yang Sifan Long Jimin Pi Luping Zhou Jingdong Wang 92 77 0 09 Dec 2022
Instance-specific and Model-adaptive Supervision for Semi-supervised Semantic Segmentation Zhen Zhao Sifan Long Jimin Pi Jingdong Wang Luping Zhou 78 34 0 21 Nov 2022
InternImage: Exploring Large-Scale Vision Foundation Models with Deformable Convolutions Wenhai Wang Jifeng Dai Zhe Chen Zhenhang Huang Zhiqi Li ... Tong Lu Lewei Lu Hongsheng Li Xiaogang Wang Yu Qiao VLM 137 685 0 10 Nov 2022
A Consistent and Differentiable Lp Canonical Calibration Error Estimator Teodora Popordanoska Raphael Sayer Matthew B. Blaschko UQCV 82 34 0 13 Oct 2022
Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation Lihe Yang Lei Qi Xue Jiang Wayne Zhang Yinghuan Shi 62 262 0 21 Aug 2022
CMT-DeepLab: Clustering Mask Transformers for Panoptic Segmentation Qihang Yu Huiyu Wang Dahun Kim Siyuan Qiao Maxwell D. Collins Yukun Zhu Hartwig Adam Alan Yuille Liang-Chieh Chen ViT MedIm 97 92 0 17 Jun 2022
Metrics reloaded: Recommendations for image analysis validation Lena Maier-Hein Annika Reinke Patrick Godau M. Tizabi Florian Buettner ... Aleksei Tiulpin Sotirios A. Tsaftaris Ben Van Calster Gaël Varoquaux Paul F. Jäger 79 233 0 03 Jun 2022
Cross-Image Relational Knowledge Distillation for Semantic Segmentation Chuanguang Yang Helong Zhou Zhulin An Xue Jiang Yong Xu Qian Zhang 119 176 0 14 Apr 2022
Decoupled Knowledge Distillation Borui Zhao Quan Cui Renjie Song Yiyu Qiu Jiajun Liang 74 544 0 16 Mar 2022
A ConvNet for the 2020s Zhuang Liu Hanzi Mao Chaozheng Wu Christoph Feichtenhofer Trevor Darrell Saining Xie ViT 171 5,192 0 10 Jan 2022
Masked-attention Mask Transformer for Universal Image Segmentation Bowen Cheng Ishan Misra Alex Schwing Alexander Kirillov Rohit Girdhar ISeg 253 2,374 0 02 Dec 2021
Perturbed and Strict Mean Teachers for Semi-supervised Semantic Segmentation Yuyuan Liu Yu Tian Yuanhong Chen Fengbei Liu Vasileios Belagiannis G. Carneiro 76 188 0 25 Nov 2021
Per-Pixel Classification is Not All You Need for Semantic Segmentation Bowen Cheng Alex Schwing Alexander Kirillov VLM ViT 210 1,548 0 13 Jul 2021
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers Enze Xie Wenhai Wang Zhiding Yu Anima Anandkumar J. Álvarez Ping Luo ViT 309 5,051 0 31 May 2021
Meta-Cal: Well-controlled Post-hoc Calibration by Ranking Xingchen Ma Matthew B. Blaschko 64 36 0 10 May 2021
AutoLoss-Zero: Searching Loss Functions from Scratch for Generic Tasks Hao Li Tianwen Fu Jifeng Dai Hongsheng Li Gao Huang Xizhou Zhu 80 29 0 25 Mar 2021
Rethinking Soft Labels for Knowledge Distillation: A Bias-Variance Tradeoff Perspective Helong Zhou Liangchen Song Jiajie Chen Ye Zhou Guoli Wang Junsong Yuan Qian Zhang 67 175 0 01 Feb 2021
MaX-DeepLab: End-to-End Panoptic Segmentation with Mask Transformers Huiyu Wang Yukun Zhu Hartwig Adam Alan Yuille Liang-Chieh Chen ViT 126 531 0 01 Dec 2020
Local Temperature Scaling for Probability Calibration Zhipeng Ding Xu Han Peirong Liu Marc Niethammer 100 81 0 12 Aug 2020
End-to-End Object Detection with Transformers Nicolas Carion Francisco Massa Gabriel Synnaeve Nicolas Usunier Alexander Kirillov Sergey Zagoruyko ViT 3DV PINN 424 13,094 0 26 May 2020
AOWS: Adaptive and optimal network width search with latency constraints Maxim Berman Leonid Pischulin N. Xu Matthew B. Blaschko Gérard Medioni 63 29 0 21 May 2020
Understanding and Improving Knowledge Distillation Jiaxi Tang Rakesh Shivanna Zhe Zhao Dong Lin Anima Singh Ed H. Chi Sagar Jain 83 131 0 10 Feb 2020
Blockwisely Supervised Neural Architecture Search with Knowledge Distillation Changlin Li Jiefeng Peng Liuchun Yuan Guangrun Wang Xiaodan Liang Liang Lin Xiaojun Chang 100 182 0 29 Nov 2019
Self-training with Noisy Student improves ImageNet classification Qizhe Xie Minh-Thang Luong Eduard H. Hovy Quoc V. Le NoLa 309 2,387 0 11 Nov 2019
Dice Loss for Data-imbalanced NLP Tasks Xiaoya Li Xiaofei Sun Yuxian Meng Junjun Liang Leilei Gan Jiwei Li 89 581 0 07 Nov 2019
When Does Label Smoothing Help? Rafael Müller Simon Kornblith Geoffrey E. Hinton UQCV 207 1,953 0 06 Jun 2019
CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features Sangdoo Yun Dongyoon Han Seong Joon Oh Sanghyuk Chun Junsuk Choe Y. Yoo OOD 620 4,798 0 13 May 2019
Structured Knowledge Distillation for Dense Prediction Yifan Liu Chris Liu Jingdong Wang Zhenbo Luo 75 584 0 11 Mar 2019
Slimmable Neural Networks Jiahui Yu L. Yang N. Xu Jianchao Yang Thomas Huang 85 555 0 21 Dec 2018
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation Liang-Chieh Chen Yukun Zhu George Papandreou Florian Schroff Hartwig Adam SSeg 477 13,168 0 07 Feb 2018
MobileNetV2: Inverted Residuals and Linear Bottlenecks Mark Sandler Andrew G. Howard Menglong Zhu A. Zhmoginov Liang-Chieh Chen 186 19,316 0 13 Jan 2018
mixup: Beyond Empirical Risk Minimization Hongyi Zhang Moustapha Cissé Yann N. Dauphin David Lopez-Paz NoLa 282 9,797 0 25 Oct 2017
Generalised Dice overlap as a deep learning loss function for highly unbalanced segmentations Carole H Sudre Wenqi Li Tom Vercauteren Sébastien Ourselin M. Jorge Cardoso SSeg 124 2,149 0 11 Jul 2017
Rethinking Atrous Convolution for Semantic Image Segmentation Liang-Chieh Chen George Papandreou Florian Schroff Hartwig Adam SSeg 232 8,481 0 17 Jun 2017
A note on the triangle inequality for the Jaccard distance Sven Kosub 62 222 0 08 Dec 2016
Pyramid Scene Parsing Network Hengshuang Zhao Jianping Shi Xiaojuan Qi Xiaogang Wang Jiaya Jia VOS SSeg 665 12,030 0 04 Dec 2016
Temporal Ensembling for Semi-Supervised Learning S. Laine Timo Aila UQCV 185 2,566 0 07 Oct 2016
The Cityscapes Dataset for Semantic Urban Scene Understanding Marius Cordts Mohamed Omran Sebastian Ramos Timo Rehfeld Markus Enzweiler Rodrigo Benenson Uwe Franke Stefan Roth Bernt Schiele 1.1K 11,641 0 06 Apr 2016
Rethinking the Inception Architecture for Computer Vision Christian Szegedy Vincent Vanhoucke Sergey Ioffe Jonathon Shlens Z. Wojna 3DV BDL 886 27,412 0 02 Dec 2015