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A Unified Architecture for Instance and Semantic Segmentation

A Unified Architecture forInstance and Semantic SegmentationAlexander KirillovKaimingHeRoss GirshickPiotr Doll rFACEBOOK AI RESEARCHUNIVERSIT THEIDELBERGO bject Detection vs Semantic SegmentationSemantic Segmentation Object DetectionObject Detection vs Semantic SegmentationSemantic Segmentation Object Detection/SegSemantic Segmentation Object Detection/SegDeep Networks in Object RecognitionSemantic Segmentation Object Detection/Seg Fast/erR-CNNclassification netpredictDeep Networks in Object RecognitionSemantic Segmentation Object Detection/Segpredictdilated net Fast/erR-CNNclassification netpredictDeep Networks in Object RecognitionSemantic Segmentation Object Detection/Segpredict DeepLab PSPN etdilated net Fast/erR-CNNclassification netpredictDeep Networks in Object RecognitionSemantic Segmentation Object Detection/Seg SegNet U-Net RefineNetpredictdecoder-encoder net DeepLab PSPN etpredictdilated net Fast/erR-CNNclassification netpredictDeep Networks in Object RecognitionSemantic Segmentation Object Detection/Seg SegNet U-Net RefineNetpredictdecoder-encoder net DeepLab PSPN etpredictpredictpredictpredict Mask R-CNN RetinaNetpredictFPN netdilated net Fast/erR-CNNclassification netpredictDeep Networks in Object RecognitionSemantic Segmentation Object Detection/Seg SegNet U

He, K., Hariharan, B., & Belongie, S. Feature pyramid networks for object detection.CVPR 2017. Feature Pyramid Network (FPN) [3] 3 256 512 1024 2048 256 256 256 256. FPN Architecture 1 4 1 8 1 16 1 32 image 1 2x up 1x1 conv + high resolution low resolution strong features strong features [1] He, K., Zhang, X., Ren, S., & Sun, J. Deep residual ...

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