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Real-Time Semantic Segmentation

22 papers with code · Computer Vision

Real-time semantic segmentation is the task of achieving computationally efficient semantic segmentation (while maintaining a base level of accuracy).

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Conditional Random Fields as Recurrent Neural Networks

ICCV 2015 torrvision/crfasrnn

Pixel-level labelling tasks, such as semantic segmentation, play a central role in image understanding.

REAL-TIME SEMANTIC SEGMENTATION

SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation

2 Nov 2015alexgkendall/caffe-segnet

We show that SegNet provides good performance with competitive inference time and more efficient inference memory-wise as compared to other architectures.

REAL-TIME SEMANTIC SEGMENTATION SCENE SEGMENTATION SCENE UNDERSTANDING

Multi-Scale Context Aggregation by Dilated Convolutions

23 Nov 2015fyu/dilation

State-of-the-art models for semantic segmentation are based on adaptations of convolutional networks that had originally been designed for image classification.

REAL-TIME SEMANTIC SEGMENTATION

The Lovász-Softmax Loss: A Tractable Surrogate for the Optimization of the Intersection-Over-Union Measure in Neural Networks

CVPR 2018 bermanmaxim/LovaszSoftmax

The Jaccard index, also referred to as the intersection-over-union score, is commonly employed in the evaluation of image segmentation results given its perceptual qualities, scale invariance - which lends appropriate relevance to small objects, and appropriate counting of false negatives, in comparison to per-pixel losses.

REAL-TIME SEMANTIC SEGMENTATION

ShuffleSeg: Real-time Semantic Segmentation Network

10 Mar 2018MSiam/TFSegmentation

It is shown that skip architecture in the decoding method provides the best compromise for the goal of real-time performance, while it provides adequate accuracy by utilizing higher resolution feature maps for a more accurate segmentation.

REAL-TIME SEMANTIC SEGMENTATION