diff --git a/README.md b/README.md
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@@ -390,10 +390,10 @@ Parsing of Large-scale 3D Point Clouds (2017) [[Paper]](https://arxiv.org/pd

:camera::space_invader: 3DMV: Joint 3D-Multi-View Prediction for 3D Semantic Scene Segmentation (2018) [[Paper]](https://arxiv.org/pdf/1803.10409.pdf)
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:space_invader: ScanComplete: Large-Scale Scene Completion and Semantic Segmentation for 3D Scans (2018) [[Paper]](https://arxiv.org/pdf/1712.10215.pdf)
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:game_die::camera: SPLATNet: Sparse Lattice Networks for Point Cloud Processing (2018) [[Paper]](https://arxiv.org/pdf/1802.08275.pdf)

@@ -650,7 +650,7 @@ _Deep Learning Methods_

:space_invader: Im2Avatar: Colorful 3D Reconstruction from a Single Image (2018) [[Paper]](https://arxiv.org/pdf/1804.06375v1.pdf)
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:gem: Learning Category-Specific Mesh Reconstruction from Image Collections (2018) [[Paper]](https://akanazawa.github.io/cmr/#)

@@ -707,7 +707,7 @@ _Deep Learning Methods_

:gem: Learning View Priors for Single-view 3D Reconstruction (CVPR 2019) [[Paper]](http://hiroharu-kato.com/projects_en/view_prior_learning.html)
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@@ -743,7 +743,7 @@ _Deep Learning Methods_

Non-stationary Texture Synthesis by Adversarial Expansion (2018 SIGGRAPH) [[Paper]](http://vcc.szu.edu.cn/research/2018/TexSyn)
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Synthesized Texture Quality Assessment via Multi-scale Spatial and Statistical Texture Attributes of Image and Gradient Magnitude Coefficients (2018 CVPR) [[Paper]](https://arxiv.org/pdf/1804.08020.pdf)

@@ -795,10 +795,10 @@ using Style-Synchonized GANs (2018 SIGGRAPH Asia) [[Paper]](http://geometry.

Appearance Modeling via Proxy-to-Image Alignment (2018) [[Paper]](http://vcc.szu.edu.cn/research/2018/AppMod)
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:gem: Pixel2Mesh: Generating 3D Mesh Models from Single RGB Images (2018) [[Paper]](http://bigvid.fudan.edu.cn/pixel2mesh/)
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Automatic Unpaired Shape Deformation Transfer (SIGGRAPH Asia 2018) [[Paper]](http://geometrylearning.com/ausdt/)

@@ -864,7 +864,7 @@ using Style-Synchonized GANs (2018 SIGGRAPH Asia) [[Paper]](http://geometry.

:space_invader: ScanComplete: Large-Scale Scene Completion and Semantic Segmentation for 3D Scans (2018) [[Paper]](https://arxiv.org/pdf/1712.10215.pdf)
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Deep Convolutional Priors for Indoor Scene Synthesis (2018) [[Paper]](https://kwang-ether.github.io/pdf/deepsynth.pdf)

@@ -928,10 +928,10 @@ with Per-Pixel Ground Truth using Stochastic Grammars (2018) [[Paper]](https

Deep Multi-Modal Image Correspondence Learning (2016) [[Paper]](http://www.cse.wustl.edu/~chenliu/floorplan-matching.html)
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Physically-Based Rendering for Indoor Scene Understanding Using Convolutional Neural Networks (2017) [[Paper]](http://3dvision.princeton.edu/projects/2016/PBRS/) [[Code]](https://github.com/yindaz/pbrs) [[Code]](https://github.com/yindaz/surface_normal) [[Code]](https://github.com/fyu/dilation) [[Code]](https://github.com/s9xie/hed)
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RoomNet: End-to-End Room Layout Estimation (2017) [[Paper]](https://arxiv.org/pdf/1703.06241.pdf)
