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Scene Segmentation

11 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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Greatest papers with code

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

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

End-to-end Learning of Driving Models from Large-scale Video Datasets

CVPR 2017 gy20073/BDD_Driving_Model

Robust perception-action models should be learned from training data with diverse visual appearances and realistic behaviors, yet current approaches to deep visuomotor policy learning have been generally limited to in-situ models learned from a single vehicle or a simulation environment.

PERCEPTION SCENE SEGMENTATION

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 OBJECT DETECTION INSTANCE SEGMENTATION SCENE SEGMENTATION

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

A Benchmark for Endoluminal Scene Segmentation of Colonoscopy Images

2 Dec 2016jbernoz/deeppolyp

Colorectal cancer (CRC) is the third cause of cancer death worldwide.

SCENE SEGMENTATION