Browse > Computer Vision > Semantic Segmentation > Scene Segmentation

Scene Segmentation

18 papers with code · Computer Vision

Scene segmentation is the task of splitting a scene into its various object components.

Image adapted from Temporally coherent 4D reconstruction of complex dynamic scenes.

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Latest papers with code

Fusion-Aware Point Convolution for Online Semantic 3D Scene Segmentation

13 Mar 2020jzhzhang/FusionAwareConv

Online semantic 3D segmentation in company with real-time RGB-D reconstruction poses special challenges such as how to perform 3D convolution directly over the progressively fused 3D geometric data, and how to smartly fuse information from frame to frame.

SCENE SEGMENTATION

3
13 Mar 2020

Cars Can't Fly up in the Sky: Improving Urban-Scene Segmentation via Height-driven Attention Networks

11 Mar 2020shachoi/HANet

This paper exploits the intrinsic features of urban-scene images and proposes a general add-on module, called height-driven attention networks (HANet), for improving semantic segmentation for urban-scene images.

#6 best model for Semantic Segmentation on Cityscapes test (using extra training data)

SCENE SEGMENTATION

43
11 Mar 2020

FPConv: Learning Local Flattening for Point Convolution

25 Feb 2020lyqun/FPConv

We introduce FPConv, a novel surface-style convolution operator designed for 3D point cloud analysis.

3D OBJECT CLASSIFICATION OBJECT CLASSIFICATION SCENE SEGMENTATION

45
25 Feb 2020

Point-Voxel CNN for Efficient 3D Deep Learning

NeurIPS 2019 mit-han-lab/pvcnn

The computation cost and memory footprints of the voxel-based models grow cubically with the input resolution, making it memory-prohibitive to scale up the resolution.

3D OBJECT DETECTION SCENE SEGMENTATION

180
08 Jul 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

190
03 May 2019

Dual Attention Network for Scene Segmentation

CVPR 2019 junfu1115/DANet

Specifically, we append two types of attention modules on top of traditional dilated FCN, which model the semantic interdependencies in spatial and channel dimensions respectively.

SCENE SEGMENTATION

1,358
09 Sep 2018

3DMV: Joint 3D-Multi-View Prediction for 3D Semantic Scene Segmentation

ECCV 2018 angeladai/3DMV

We present 3DMV, a novel method for 3D semantic scene segmentation of RGB-D scans in indoor environments using a joint 3D-multi-view prediction network.

SCENE SEGMENTATION

140
28 Mar 2018

Panoptic Segmentation

CVPR 2019 cocodataset/panopticapi

We propose and study a task we name panoptic segmentation (PS).

#4 best model for Panoptic Segmentation on Cityscapes val (using extra training data)

INSTANCE SEGMENTATION PANOPTIC SEGMENTATION SCENE PARSING SCENE SEGMENTATION

179
03 Jan 2018

SGPN: Similarity Group Proposal Network for 3D Point Cloud Instance Segmentation

CVPR 2018 laughtervv/SGPN

Experimental results on various 3D scenes show the effectiveness of our method on 3D instance segmentation, and we also evaluate the capability of SGPN to improve 3D object detection and semantic segmentation results.

3D INSTANCE SEGMENTATION 3D OBJECT DETECTION 3D SEMANTIC INSTANCE SEGMENTATION SCENE SEGMENTATION

196
23 Nov 2017

Efficient Yet Deep Convolutional Neural Networks for Semantic Segmentation

26 Jul 2017SharifAmit/DilatedFCNSegmentation

With the introduction of Fully Convolutional Neural Network, which uses finer strides and utilizes deconvolutional layers for upsampling, it has been a go to for any image segmentation task.

SCENE SEGMENTATION

28
26 Jul 2017