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Panoptic Segmentation

21 papers with code · Computer Vision

Panoptic segmentation unifies the typically distinct tasks of semantic segmentation (assign a class label to each pixel) and instance segmentation (detect and segment each object instance).

( Image credit: Detectron2 )

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Latest papers with code

Video Panoptic Segmentation

CVPR 2020 mcahny/vps

In this paper, we propose and explore a new video extension of this task, called video panoptic segmentation.

INSTANCE SEGMENTATION PANOPTIC SEGMENTATION

104
19 Jun 2020

End-to-End Object Detection with Transformers

26 May 2020facebookresearch/detr

We present a new method that views object detection as a direct set prediction problem.

OBJECT DETECTION PANOPTIC SEGMENTATION

4,262
26 May 2020

ResNeSt: Split-Attention Networks

19 Apr 2020dmlc/gluon-cv

While image classification models have recently continued to advance, most downstream applications such as object detection and semantic segmentation still employ ResNet variants as the backbone network due to their simple and modular structure.

IMAGE CLASSIFICATION INSTANCE SEGMENTATION OBJECT DETECTION PANOPTIC SEGMENTATION

4,032
19 Apr 2020

Cityscapes-Panoptic-Parts and PASCAL-Panoptic-Parts datasets for Scene Understanding

16 Apr 2020tue-mps/panoptic_parts

In this technical report, we present two novel datasets for image scene understanding.

PANOPTIC SEGMENTATION SCENE UNDERSTANDING

16
16 Apr 2020

EfficientPS: Efficient Panoptic Segmentation

5 Apr 2020DeepSceneSeg/EfficientPS

Understanding the scene in which an autonomous robot operates is critical for its competent functioning.

INSTANCE SEGMENTATION PANOPTIC SEGMENTATION

173
05 Apr 2020

SOLOv2: Dynamic, Faster and Stronger

23 Mar 2020aim-uofa/AdelaiDet

Importantly, we take one step further by dynamically learning the mask head of the object segmenter such that the mask head is conditioned on the location.

INSTANCE SEGMENTATION OBJECT DETECTION PANOPTIC SEGMENTATION

993
23 Mar 2020

Panoptic-DeepLab: A Simple, Strong, and Fast Baseline for Bottom-Up Panoptic Segmentation

CVPR 2020 bowenc0221/panoptic-deeplab

In this work, we introduce Panoptic-DeepLab, a simple, strong, and fast system for panoptic segmentation, aiming to establish a solid baseline for bottom-up methods that can achieve comparable performance of two-stage methods while yielding fast inference speed.

#2 best model for Panoptic Segmentation on Cityscapes test (using extra training data)

INSTANCE SEGMENTATION PANOPTIC SEGMENTATION

181
22 Nov 2019

SOGNet: Scene Overlap Graph Network for Panoptic Segmentation

18 Nov 2019LaoYang1994/SOGNet

In order to overcome the lack of supervision, we introduce a differentiable module to resolve the overlap between any pair of instances.

INSTANCE SEGMENTATION PANOPTIC SEGMENTATION

39
18 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

534
15 Nov 2019