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Real-time Instance Segmentation

8 papers with code · Computer Vision

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CenterMask: Real-Time Anchor-Free Instance Segmentation

CVPR 2020 youngwanLEE/CenterMask

We propose a simple yet efficient anchor-free instance segmentation, called CenterMask, that adds a novel spatial attention-guided mask (SAG-Mask) branch to anchor-free one stage object detector (FCOS) in the same vein with Mask R-CNN.

REAL-TIME INSTANCE SEGMENTATION SEMANTIC SEGMENTATION

560
01 Jun 2020

Deep Snake for Real-Time Instance Segmentation

CVPR 2020 zju3dv/snake

Based on deep snake, we develop a two-stage pipeline for instance segmentation: initial contour proposal and contour deformation, which can handle errors in object localization.

OBJECT LOCALIZATION REAL-TIME INSTANCE SEGMENTATION SEMANTIC CONTOUR PREDICTION SEMANTIC SEGMENTATION

666
06 Jan 2020

BlendMask: Top-Down Meets Bottom-Up for Instance Segmentation

CVPR 2020 aim-uofa/AdelaiDet

The proposed BlendMask can effectively predict dense per-pixel position-sensitive instance features with very few channels, and learn attention maps for each instance with merely one convolution layer, thus being fast in inference.

REAL-TIME INSTANCE SEGMENTATION SEMANTIC SEGMENTATION

1,120
02 Jan 2020

YOLACT++: Better Real-time Instance Segmentation

3 Dec 2019dbolya/yolact

Then we produce instance masks by linearly combining the prototypes with the mask coefficients.

REAL-TIME INSTANCE SEGMENTATION SEMANTIC SEGMENTATION

3,062
03 Dec 2019

CenterMask : Real-Time Anchor-Free Instance Segmentation

arXiv 2019 youngwanLEE/CenterMask

Plugged into the FCOS object detector, the SAG-Mask branch predicts a segmentation mask on each box with the spatial attention map that helps to focus on informative pixels and suppress noise.

REAL-TIME INSTANCE SEGMENTATION SEMANTIC SEGMENTATION

560
15 Nov 2019

CenterMask : Real-Time Anchor-Free Instance Segmentation

arXiv 2019 youngwanLEE/CenterMask

We hope that CenterMask and VoVNetV2 can serve as a solid baseline of real-time instance segmentation and backbone network for various vision tasks, respectively.

PANOPTIC SEGMENTATION REAL-TIME INSTANCE SEGMENTATION REAL-TIME OBJECT DETECTION

560
15 Nov 2019

Explicit Shape Encoding for Real-Time Instance Segmentation

ICCV 2019 WenqiangX/ese_seg

In this paper, we propose a novel top-down instance segmentation framework based on explicit shape encoding, named \textbf{ESE-Seg}.

OBJECT DETECTION REAL-TIME INSTANCE SEGMENTATION SEMANTIC SEGMENTATION

92
12 Aug 2019

YOLACT: Real-time Instance Segmentation

ICCV 2019 dbolya/yolact

Then we produce instance masks by linearly combining the prototypes with the mask coefficients.

REAL-TIME INSTANCE SEGMENTATION SEMANTIC SEGMENTATION

3,062
04 Apr 2019