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Easy-to-use image segmentation library with awesome pre-trained model zoo, supporting wide-range of practical tasks in Semantic Segmentation, Interactive Segmentation, Panoptic Segmentation, Image Matting, 3D Segmentation, etc.

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Yiveen/PaddleSeg

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Jian Ti Zhong Wen | English

Fei Jiang Gao Xing Neng Tu Xiang Fen Ge Kai Fa Tao Jian ,Duan Dao Duan Wan Cheng Cong Xun Lian Dao Bu Shu De Quan Liu Cheng Tu Xiang Fen Ge Ying Yong .

Zui Xin Dong Tai

  • [2023-09-01] Fei Jiang AITao Jian PaddleX Fa Bu Quan Xin Ban Ben ,Wei Rao Fei Jiang Jing Xuan Mo Xing Ti Gong Liao Yi Zhan Shi , Quan Liu Cheng , Gao Xiao Lu De Kai Fa Ping Tai ,Xi Wang Zhu Li AIJi Zhu Kuai Su Luo Di , Shi Ren Ren Cheng Wei AI Developer!Huan Ying Da Jia Shi Yong He Gong Jian .
  • [2023-04-11] PaddleSeg 2.8Ban Ben Fa Bu !Xiang Xi Fa Ban Xin Xi Qing Can Kao Release Note.
    • Kai Yuan Fei Jiang Ban Ben Shi Jue Da Mo Xing Segment Anything Model,Ti Gong Yan Shi Demo,Zhi Chi Quan Tu Fen Ge De Gong Neng , Shi Yong Ti Shi Shu Ru Fen Ge De Gong Neng .
    • Fa Bu Chao Qing Liang Ji Yu Yi Fen Ge SOTAMo Xing PP-MobileSeg:Zai ADE20KShu Ju Ji Shang ,PP-MobileSegDui Bi Ci Qian Zui You Mo Xing ,Jing Du Ti Sheng 1.5%, Su Du Ti Sheng 42.3%, Can Shu Liang Jian Shao 34.9%.
    • Fa Bu Gong Ye Zhi Jian Quan Liu Cheng Jie Jue Fang An QualityInspector v0.5:Ti Gong Tong Yi Ke Pei Zhi De Suan Fa Pipeline,Ji Cheng Jian Ce He Fen Ge Mo Xing Ku ,Zhi Chi 3Chong Wu Jian Du Yi Chang Jian Ce Suan Fa ,Zhi Chi Gong Ye Ji Zhi Biao Ping Ce , Fen Xi , Diao You Deng Gong Neng .
    • Fa Bu Tong Yong De Quan Jing Fen Ge Jie Jue Fang An PanopticSeg v0.5:Ti Gong Quan Jing Fen Ge De Quan Liu Cheng Kai Fa Gong Neng ,Ji Cheng 2Ge Qian Yan Gao Jing Mo Xing ,Ju Bei Ling Huo De Er Ci Kai Fa Neng Li .
  • [2022-11-30] PaddleSeg 2.7Ban Ben Fa Bu Shi Shi Ren Xiang Kou Tu Mo Xing PP-MattingV2, 3DYi Liao Ying Xiang Fen Ge Fang An MedicalSegV2, Qing Liang Ji Yu Yi Fen Ge Mo Xing RTFormer.
  • [2022-07-20] PaddleSeg 2.6Ban Ben Fa Bu Shi Shi Ren Xiang Fen Ge SOTAFang An PP-HumanSegV2, Gao Xing Neng Zhi Neng Biao Zhu Gong Ju EISeg v1.0Zheng Shi Ban , ImageNetFen Ge Wei Biao Qian Shu Ju Yu Xun Lian Fang Fa PSSL,Kai Yuan PP-MattingV1Dai Ma He Yu Xun Lian Mo Xing .
  • [2022-04-20] PaddleSeg 2.5Ban Ben Fa Bu Chao Qing Liang Ji Yu Yi Fen Ge Mo Xing PP-LiteSeg,Gao Jing Du Kou Tu Mo Xing PP-MattingV1,3DYi Liao Ying Xiang Kai Fa Tao Jian MedicalSegV1,Jiao Hu Shi Fen Ge Gong Ju EISeg v0.5.
  • [2022-01-20] PaddleSeg 2.4Ban Ben Fa Bu Jiao Hu Shi Fen Ge Gong Ju EISeg v0.4,Chao Qing Liang Ji Ren Xiang Fen Ge Fang An PP-HumanSegV1,Yi Ji Da Gui Mo Shi Pin Hui Yi Shu Ju Ji PP-HumanSeg14K.

Jian Jie

PaddleSegShi Ji Yu Fei Jiang PaddlePaddleDe Duan Dao Duan Tu Xiang Fen Ge Tao Jian ,Nei Zhi 45+Mo Xing Suan Fa Ji 140+Yu Xun Lian Mo Xing ,Zhi Chi Pei Zhi Hua Qu Dong He APIDiao Yong Kai Fa Fang Shi ,Da Tong Shu Ju Biao Zhu , Mo Xing Kai Fa , Xun Lian , Ya Suo , Bu Shu De Quan Liu Cheng ,Ti Gong Yu Yi Fen Ge , Jiao Hu Shi Fen Ge , Matting, Quan Jing Fen Ge Si Da Fen Ge Neng Li ,Zhu Li Suan Fa Zai Yi Liao , Gong Ye , Yao Gan , Yu Le Deng Chang Jing Luo Di Ying Yong .

Te Xing

  • Gao Jing Du :Gen Zong Xue Zhu Jie De Qian Yan Fen Ge Ji Zhu ,Jie He Gao Jing Du Xun Lian De Gu Gan Wang Luo ,Ti Gong 45+Zhu Liu Fen Ge Wang Luo , 150+De Gao Zhi Liang Yu Xun Lian Mo Xing ,Xiao Guo You Yu Qi Ta Kai Yuan Shi Xian .

  • Gao Xing Neng :Shi Yong Duo Jin Cheng Yi Bu I/O, Duo Qia Bing Xing Xun Lian , Ping Gu Deng Jia Su Ce Lue ,Jie He Fei Jiang He Xin Kuang Jia De Xian Cun You Hua Gong Neng ,Da Fu Du Jian Shao Fen Ge Mo Xing De Xun Lian Kai Xiao ,Rang Kai Fa Zhe Geng Di Cheng Ben , Geng Gao Xiao Di Wan Cheng Tu Xiang Fen Ge Xun Lian .

  • Mo Kuai Hua :Yuan Yu Mo Kuai Hua She Ji Si Xiang ,Jie Ou Shu Ju Zhun Bei , Fen Ge Mo Xing , Gu Gan Wang Luo , Sun Shi Han Shu Deng Bu Tong Zu Jian ,Kai Fa Zhe Ke Yi Ji Yu Shi Ji Ying Yong Chang Jing Chu Fa ,Zu Zhuang Duo Yang Hua De Pei Zhi ,Man Zu Bu Tong Xing Neng He Jing Du De Yao Qiu .

  • Quan Liu Cheng :Da Tong Shu Ju Biao Zhu , Mo Xing Kai Fa , Mo Xing Xun Lian , Mo Xing Ya Suo , Mo Xing Bu Shu Quan Liu Cheng ,Jing Guo Ye Wu Luo Di De Yan Zheng ,Rang Kai Fa Zhe Wan Cheng Yi Zhan Shi Kai Fa Gong Zuo .

Ji Zhu Jiao Liu

Fei Jiang AITao Jian PaddleX ---- Jing Xuan Chan Ye Shi Yong Mo Xing De Yi Zhan Shi Kai Fa Ping Tai ,Ju You Ru Xia Te Se :

  • [(Feng Fu De Suan Fa Ku )] PaddleXTi Gong 36Ge Jing Xuan Mo Xing ,Fu Gai Liao 10Da AIRen Wu Chang Jing ,Bing Fu Dai Mo Xing Tui Li benchmarkShu Ju . Kai Fa Zhe Ke Yi Gen Ju Ye Wu Xu Qiu Qing Song Xuan Ze He Gua De Mo Xing ,Bing Jin Xing Kai Fa He Bu Shu .
  • [(Jian Bian De Kai Fa Fang Shi )] PaddleXZhi Chi Wu Dai Ma He Di Dai Ma Kai Fa ,Zhi Xu Si Ge Jian Dan Bu Zou ,Ji Ke Wan Cheng Quan Liu Cheng AIKai Fa ,Bao Gua Shu Ju Chu Li , Mo Xing Xun Lian , Yan Zheng He Bu Shu .
  • [(Gao Xiao De Mo Xing Bu Shu )] PaddleXPing Tai Ti Gong Qiang Da De Bu Shu Neng Li ,Zhi Chi Kuai Su Shi Xian Chan Ye Ji Bu Shu ,Shi Xian Kua Ping Tai , Kua Ying Jian De Bu Shu .
  • [(Duo Yang De Ying Jian Zhi Chi )] PaddleXBu Jin Neng Gou Zai AI StudioYun Duan Shi Yong ,Huan Zhi Chi Zai WindowsBen Di Huan Jing Shi Yong ,Bing Zheng Zai Ji Ji Kuo Zhan Zhi Chi LinuxBan Ben , Kun Lun Xin Ban Ben , Sheng Teng Ban Ben He Han Wu Ji Ban Ben .
  • [(Gong Ying De He Zuo Ji Hui )] Chu Liao Ti Gong Bian Jie De AIYing Yong Kai Fa Gong Ju ,PaddleXHuan Wei Qi Ye Ti Gong Shang Ye Shou Yi Ji Hui ,Gong Tong Tan Suo Geng Duo Shang Ye Kong Jian ,Shi Xian Gong Tong Cheng Chang He Gong Ying .

Zuo Wei Yi Kuan Gao Xiao De Kai Fa Shen Qi ,PaddleXZhi De Mei Yi Wei Kai Fa Zhe Yong You (Guan Wang ).

Huan Ying Wei Xin Sao Miao Xia Fang Er Wei Ma Huo Zhe Dian Ji Lian Jie ,Jin Ru AI Studio[(PaddleXShe Qu Pin Dao )] Huo De Geng Gao Xiao De Ji Zhu Da Yi ~

Chan Pin Ju Zhen

Mo Xing Zu Jian Te Se An Li
Gu Gan Wang Luo
Sun Shi Han Shu
Ping Gu Zhi Biao
  • mIoU
  • Accuracy
  • Kappa
  • Dice
  • AUC_ROC
Zhi Chi Shu Ju Ji
Shu Ju Zeng Qiang
  • Flipping
  • Resize
  • ResizeByLong
  • ResizeByShort
  • LimitLong
  • ResizeRangeScaling
  • ResizeStepScaling
  • Normalize
  • Padding
  • PaddingByAspectRatio
  • RandomPaddingCrop
  • RandomCenterCrop
  • ScalePadding
  • RandomNoise
  • RandomBlur
  • RandomRotation
  • RandomScaleAspect
  • RandomDistort
  • RandomAffine
Fen Ge Yi Qie Mo Xing
Mo Xing Xuan Xing Gong Ju
Ren Xiang Fen Ge Mo Xing
3DYi Liao Fen Ge Mo Xing
CityscapesDa Bang Mo Xing
CVPRGuan Jun Mo Xing
Ling Yu Zi Gua Ying

Chan Ye Ji Fen Ge Mo Xing Ku

Gao Jing Du Yu Yi Fen Ge Mo Xing

Gao Jing Du Mo Xing ,Fen Ge mIoUGao , Tui Li Suan Liang Da ,Gua He Bu Shu Zai Fu Wu Qi Duan GPUHe JetsonDeng She Bei .

Mo Xing Ming Cheng Gu Gan Wang Luo CityscapesJing Du mIoU(%) V100 TRTTui Li Su Du (FPS) Pei Zhi Wen Jian
FCN HRNet_W18 78.97 24.43 yml
FCN HRNet_W48 80.70 10.16 yml
DeepLabV3 ResNet50_OS8 79.90 4.56 yml
DeepLabV3 ResNet101_OS8 80.85 3.2 yml
DeepLabV3 ResNet50_OS8 80.36 6.58 yml
DeepLabV3 ResNet101_OS8 81.10 3.94 yml
OCRNet HRNet_w18 80.67 13.26 yml
OCRNet HRNet_w48 82.15 6.17 yml
CCNet ResNet101_OS8 80.95 3.24 yml

Ce Shi Tiao Jian :

  • V100Shang Ce Su Tiao Jian :Zhen Dui Nvidia GPU V100,Shi Yong PaddleInferenceYu Ce Ku De Python API,Kai Qi TensorRTJia Su ,Shu Ju Lei Xing Shi FP32,Shu Ru Tu Xiang Wei Du Shi 1x3x1024x2048.
Qing Liang Ji Yu Yi Fen Ge Mo Xing

Qing Liang Ji Mo Xing ,Fen Ge mIoUZhong Deng , Tui Li Suan Liang Zhong Deng ,Ke Yi Bu Shu Zai Fu Wu Qi Duan GPU, Fu Wu Qi Duan X86 CPUHe Yi Dong Duan ARM CPU.

Mo Xing Ming Cheng Gu Gan Wang Luo CityscapesJing Du mIoU(%) V100 TRTTui Li Su Du (FPS) Xiao Long 855Tui Li Su Du (FPS) Pei Zhi Wen Jian
PP-LiteSeg STDC1 77.04 69.82 17.22 yml
PP-LiteSeg STDC2 79.04 54.53 11.75 yml
BiSeNetV1 - 75.19 14.67 1.53 yml
BiSeNetV2 - 73.19 61.83 13.67 yml
STDCSeg STDC1 74.74 62.24 14.51 yml
STDCSeg STDC2 77.60 51.15 10.95 yml
DDRNet_23 - 79.85 42.64 7.68 yml
HarDNet - 79.03 30.3 5.44 yml
SFNet ResNet18_OS8 78.72 10.72 - yml

Ce Shi Tiao Jian :

  • V100Shang Ce Su Tiao Jian :Zhen Dui Nvidia GPU V100,Shi Yong PaddleInferenceYu Ce Ku De Python API,Kai Qi TensorRTJia Su ,Shu Ju Lei Xing Shi FP32,Shu Ru Tu Xiang Wei Du Shi 1x3x1024x2048.
  • Xiao Long 855Shang Ce Su Tiao Jian :Zhen Dui Xiao Mi 9Shou Ji ,Shi Yong PaddleLiteYu Ce Ku De CPP API,ARMV8Bian Yi ,Dan Xian Cheng ,Shu Ru Tu Xiang Wei Du Shi 1x3x256x256.
Chao Qing Liang Ji Yu Yi Fen Ge Mo Xing

Chao Qing Liang Ji Mo Xing ,Fen Ge mIoUYi Ban , Tui Li Suan Liang Di ,Gua He Bu Shu Zai Fu Wu Qi Duan X86 CPUHe Yi Dong Duan ARM CPU.

Mo Xing Ming Cheng Gu Gan Wang Luo ADE20KJing Du mIoU(%) Xiao Long 855Tui Li Yan Shi (ms) Can Shu Liang (M) Pei Zhi Wen Jian
TopFormer-Base TopTransformer-Base 38.28 480.6 5.13 config
PP-MobileSeg-Base StrideFormer-Base 41.57 265.5 5.62 config
TopFormer-Tiny TopTransformer-Tiny 32.46 490.3 1.41 config
PP-MobileSeg-Tiny StrideFormer-Tiny 36.39 215.3 1.61 config

Ce Shi Tiao Jian :

  • Zhen Dui Xiao Mi 9Shou Ji ,Shi Yong PaddleLiteYu Ce Ku De CPP API,ARMV8Bian Yi ,Dan Xian Cheng ,Shu Ru Tu Xiang Wei Du Shi 1x3x512x512. Ce Shi Mo Xing Zai Dai You Zui Hou Yi Ge argmaxSuan Zi De Tiao Jian Xia Jin Xing Ce Shi .
Mo Xing Ming Cheng Gu Gan Wang Luo CityscapesJing Du mIoU(%) V100 TRTTui Li Su Du (FPS) Xiao Long 855Tui Li Su Du (FPS) Pei Zhi Wen Jian
MobileSeg MobileNetV2 73.94 67.57 27.01 yml
MobileSeg MobileNetV3 73.47 67.39 32.90 yml
MobileSeg Lite_HRNet_18 70.75 10.5 13.05 yml
MobileSeg ShuffleNetV2_x1_0 69.46 37.09 39.61 yml
MobileSeg GhostNet_x1_0 71.88 35.58 38.74 yml

Ce Shi Tiao Jian :

  • V100Shang Ce Su Tiao Jian :Zhen Dui Nvidia GPU V100,Shi Yong PaddleInferenceYu Ce Ku De Python API,Kai Qi TensorRTJia Su ,Shu Ju Lei Xing Shi FP32,Shu Ru Tu Xiang Wei Du Shi 1x3x1024x2048.
  • Xiao Long 855Shang Ce Su Tiao Jian :Zhen Dui Xiao Mi 9Shou Ji ,Shi Yong PaddleLiteYu Ce Ku De CPP API,ARMV8Bian Yi ,Dan Xian Cheng ,Shu Ru Tu Xiang Wei Du Shi 1x3x256x256.

Shi Yong Jiao Cheng

Ru Men Jiao Cheng

Ji Chu Jiao Cheng

Jin Jie Jiao Cheng

Huan Ying Gong Xian

Te Se Neng Li

Chan Ye Shi Jian Fan Li

Geng Duo Fan Li Xiang Mu Ke Can Kao :{Tu Xiang Fen Ge Jing Dian Xiang Mu Ji } Yong PaddleSegNeng Zuo Shi Yao ?

Xu Ke Zheng Shu

Ben Xiang Mu De Fa Bu Shou Apache 2.0 licenseXu Ke Ren Zheng .

She Qu Gong Xian

  • Fei Chang Gan Xie jm12138Gong Xian U2-NetMo Xing .
  • Fei Chang Gan Xie zjhellofss(Fu Xin Xin )Gong Xian Attention U-NetMo Xing ,He Dice lossSun Shi Han Shu .
  • Fei Chang Gan Xie liuguoyu666Gong Xian U-Net++Mo Xing .
  • Fei Chang Gan Xie yazheng0307 (Liu Zheng )Gong Xian Kuai Su Kai Shi Jiao Cheng Wen Dang .
  • Fei Chang Gan Xie CuberrChenGong Xian STDC (rethink BiSeNet) PointRend,He Detail AggregateSun Shi Han Shu .
  • Fei Chang Gan Xie stuartchen1949Gong Xian SegNet.
  • Fei Chang Gan Xie justld(Lang Du )Gong Xian UPerNet, DDRNet, CCNet, ESPNetV2, DMNet, ENCNet, HRNet_W48_Contrast, BiSeNetV1, FastFCN, SECrossEntropyLoss He PixelContrastCrossEntropyLoss.
  • Fei Chang Gan Xie Herman-Hu-saber(Hu Hui Ming )Can Yu Gong Xian ESPNetV2.
  • Fei Chang Gan Xie zhangjin12138Gong Xian Shu Ju Zeng Qiang Fang Fa RandomCenterCrop.
  • Fei Chang Gan Xie simuler Gong Xian ESPNetV1.
  • Fei Chang Gan Xie ETTR123(Zhang Kai ) Gong Xian ENet,PFPNNet.

Xue Zhu Yin Yong

Ru Guo Wo Men De Xiang Mu Zai Xue Zhu Shang Bang Zhu Dao Ni ,Qing Kao Lu Yi Xia Yin Yong :

@misc{liu2021paddleseg,
title={PaddleSeg: A High-Efficient Development Toolkit for Image Segmentation},
author={Yi Liu and Lutao Chu and Guowei Chen and Zewu Wu and Zeyu Chen and Baohua Lai and Yuying Hao},
year={2021},
eprint={2101.06175},
archivePrefix={arXiv},
primaryClass={cs.CV}
}

@misc{paddleseg2019,
title={PaddleSeg, End-to-end image segmentation kit based on PaddlePaddle},
author={PaddlePaddle Authors},
howpublished = {\url{https://github.com/PaddlePaddle/PaddleSeg}},
year={2019}
}

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Easy-to-use image segmentation library with awesome pre-trained model zoo, supporting wide-range of practical tasks in Semantic Segmentation, Interactive Segmentation, Panoptic Segmentation, Image Matting, 3D Segmentation, etc.

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  • Python 90.2%
  • Java 2.8%
  • Shell 2.8%
  • C++ 1.9%
  • Cuda 1.1%
  • CMake 0.6%
  • Other 0.6%