Image-segmentation
Collection of image (semantic and instance) segmentation projects.
image-segmentation semantic-segmentation instance-segmentation segmentation
Projects
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DETR: End-to-End Object Detection with Transformers
A new method that views object detection as a direct set prediction problem.
object-detection panoptic-segmentation transformers computer-vision
U^2-Net
The code for our newly accepted paper in Pattern Recognition 2020: "U^2-Net: Going Deeper with Nested U-Structure for Salient Object Detection."
object-detection salient-object-detection unet computer-vision
SOLT: Data Augmentation for Deep Learning
Data augmentation library for Deep Learning, which supports images, segmentation masks, labels and key points.
data-augmentation deep-learning pytorch computer-vision
MSeg: A Composite Dataset for Multi-domain Semantic Segmentation
A composite dataset that unifies semantic segmentation datasets from different domains.
segmentation instance-segmentation panoptic-segmentation multi-domain
Stochastic Segmentation Networks
An efficient probabilistic method for modelling aleatoric uncertainty with any image segmentation network architecture.
segmentation health medical-imaging mri
Fast Online Object Tracking and Segmentation: A Unifying Approach
We illustrate how to perform both realtime object tracking and semi-supervised video object segmentation using a fully-convolutional Siamese approach.
object-tracking siamese-networks convolutional-neural-networks computer-vision
Single-Stage Semantic Segmentation from Image Labels
We attain competitive results by training a single network model for segmentation in a self-supervised fashion using only image-level annotations
semantic-segmentation single-stage conditional-random-fields pascal-voc
VPSNet for Video Panoptic Segmentation
Video panoptic segmentation by generating consistent panoptic segmentation as well as an association of instance ids across video frames.
video-segmentation video-semantic-segmentation video-processing computer-vision
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Authors
AI Research @apple. Author @oreillymedia. ML Lead @Ciitizen. Alum @hopkinsmedicine and @gatech
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