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Scene Parsing

16 papers with code ยท Computer Vision

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Boosting Real-Time Driving Scene Parsing with Shared Semantics

16 Sep 2019

On the other hand, feature fusion modules are designed to combine different modal of semantic features, which learns to leverage the information from both inputs for better results.

AUTONOMOUS DRIVING SCENE PARSING SEMANTIC SEGMENTATION

Holistic++ Scene Understanding: Single-view 3D Holistic Scene Parsing and Human Pose Estimation with Human-Object Interaction and Physical Commonsense

4 Sep 2019

We propose a new 3D holistic++ scene understanding problem, which jointly tackles two tasks from a single-view image: (i) holistic scene parsing and reconstruction---3D estimations of object bounding boxes, camera pose, and room layout, and (ii) 3D human pose estimation.

3D HUMAN POSE ESTIMATION HUMAN-OBJECT INTERACTION DETECTION SCENE UNDERSTANDING

SPGNet: Semantic Prediction Guidance for Scene Parsing

26 Aug 2019

The multi-scale context module refers to the operations to aggregate feature responses from a large spatial extent, while the single-stage encoder-decoder structure encodes the high-level semantic information in the encoder path and recovers the boundary information in the decoder path.

POSE ESTIMATION SCENE PARSING SEMANTIC SEGMENTATION

Consensus Feature Network for Scene Parsing

29 Jul 2019

The other is a Category Consensus Transform (CCT) unit to pursue category-level consensus features through keeping the consensus of features among instances of the same category in scene images.

SCENE PARSING

Quadtree Generating Networks: Efficient Hierarchical Scene Parsing with Sparse Convolutions

27 Jul 2019

Semantic segmentation with Convolutional Neural Networks is a memory-intensive task due to the high spatial resolution of feature maps and output predictions.

SCENE PARSING SEMANTIC SEGMENTATION

Context-Integrated and Feature-Refined Network for Lightweight Urban Scene Parsing

26 Jul 2019

The core components of our architecture are the Long-skip Refinement Module (LRM) and the Multi-scale Contexts Integration Module (MCIM).

SCENE PARSING SEMANTIC SEGMENTATION

Active Scene Understanding via Online Semantic Reconstruction

18 Jun 2019

In our method, the exploratory robot scanning is both driven by and targeting at the recognition and segmentation of semantic objects from the scene.

SCENE UNDERSTANDING SEMANTIC SEGMENTATION

Structured Knowledge Distillation for Semantic Segmentation

CVPR 2019

We further propose to distill the structured knowledge from cumbersome networks into compact networks, which is motivated by the fact that semantic segmentation is a structured prediction problem.

IMAGE CLASSIFICATION SCENE PARSING SEMANTIC SEGMENTATION STRUCTURED PREDICTION