Browse > Computer Vision > Semantic Segmentation > Panoptic Segmentation

Panoptic Segmentation

17 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

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

2,484
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

3,926
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

15
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

138
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

772
23 Mar 2020

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

35
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.

#3 best model for Instance Segmentation on COCO test-dev (AP50 metric)

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

485
15 Nov 2019

AdaptIS: Adaptive Instance Selection Network

ICCV 2019 saic-vul/adaptis

Given an input image and a point $(x, y)$, it generates a mask for the object located at $(x, y)$.

INSTANCE SEGMENTATION PANOPTIC SEGMENTATION

286
17 Sep 2019

Generator evaluator-selector net for panoptic image segmentation and splitting unfamiliar objects into parts

24 Aug 2019sagieppel/Generator-evaluator-selector-net-a-modular-approach-for-panoptic-segmentation

The generator/evaluator approach for this case consists of two independent convolutional neural nets: a generator net that suggests variety segments corresponding to objects, stuff and parts regions in the image, and an evaluator net that chooses the best segments to be merged into the segmentation map.

INSTANCE SEGMENTATION PANOPTIC SEGMENTATION

8
24 Aug 2019

Seamless Scene Segmentation

CVPR 2019 mapillary/seamseg

In this work we introduce a novel, CNN-based architecture that can be trained end-to-end to deliver seamless scene segmentation results.

PANOPTIC SEGMENTATION SCENE SEGMENTATION

203
03 May 2019