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Refinenet RefineNet: Multi-Path Refinement Networks for High-Resolution Semantic Segmentation
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EnetENet: A Deep Neural Network Architecture for Real-Time Semantic Segmentation
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SscSemantic Scene Completion
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Gluon CvGluon CV Toolkit
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Pytorch UnetSimple PyTorch implementations of U-Net/FullyConvNet (FCN) for image segmentation
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Fasterseg[ICLR 2020] "FasterSeg: Searching for Faster Real-time Semantic Segmentation" by Wuyang Chen, Xinyu Gong, Xianming Liu, Qian Zhang, Yuan Li, Zhangyang Wang
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StealSTEAL - Learning Semantic Boundaries from Noisy Annotations (CVPR 2019)
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MedicaldetectiontoolkitThe Medical Detection Toolkit contains 2D + 3D implementations of prevalent object detectors such as Mask R-CNN, Retina Net, Retina U-Net, as well as a training and inference framework focused on dealing with medical images.
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Icnet TensorflowTensorFlow-based implementation of "ICNet for Real-Time Semantic Segmentation on High-Resolution Images".
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VpgnetVPGNet: Vanishing Point Guided Network for Lane and Road Marking Detection and Recognition (ICCV 2017)
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Espnetv2A light-weight, power efficient, and general purpose convolutional neural network
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Kimera SemanticsReal-Time 3D Semantic Reconstruction from 2D data
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Sota Point Cloud🔥Deep Learning for 3D Point Clouds (IEEE TPAMI, 2020)
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PiwisePixel-wise segmentation on VOC2012 dataset using pytorch.
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Deeplabv3plus PytorchDeepLabv3, DeepLabv3+ and pretrained weights on VOC & Cityscapes
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Deeplab v3Tensorflow Implementation of the Semantic Segmentation DeepLab_V3 CNN
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Mtlnas[CVPR 2020] MTL-NAS: Task-Agnostic Neural Architecture Search towards General-Purpose Multi-Task Learning
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Pspnet TensorflowTensorFlow-based implementation of "Pyramid Scene Parsing Network".
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OpenlabelingLabel images and video for Computer Vision applications
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Vocal Melody ExtractionSource code for "Vocal melody extraction with semantic segmentation and audio-symbolic domain transfer learning".
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Open3d MlAn extension of Open3D to address 3D Machine Learning tasks
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Multiclass Semantic Segmentation CamvidTensorflow 2 implementation of complete pipeline for multiclass image semantic segmentation using UNet, SegNet and FCN32 architectures on Cambridge-driving Labeled Video Database (CamVid) dataset.
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Pytorch Hardnet35% faster than ResNet: Harmonic DenseNet, A low memory traffic network
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Chainer SegnetSegNet implementation & experiments in Chainer
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1 Stage WsegSingle-Stage Semantic Segmentation from Image Labels (CVPR 2020)
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