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Greatest papers with code

Pyramid Stereo Matching Network

CVPR 2018 JiaRenChang/PSMNet

The spatial pyramid pooling module takes advantage of the capacity of global context information by aggregating context in different scales and locations to form a cost volume.

DEPTH ESTIMATION STEREO MATCHING STEREO MATCHING HAND

Learning for Disparity Estimation through Feature Constancy

CVPR 2018 JiaRenChang/PSMNet

The second part performs matching cost calculation, matching cost aggregation and disparity calculation to estimate the initial disparity using shared features.

DISPARITY ESTIMATION STEREO MATCHING STEREO MATCHING HAND

Stereo Matching by Training a Convolutional Neural Network to Compare Image Patches

20 Oct 2015jzbontar/mc-cnn

We approach the problem by learning a similarity measure on small image patches using a convolutional neural network.

STEREO MATCHING STEREO MATCHING HAND

Learning Depth with Convolutional Spatial Propagation Network

4 Oct 2018XinJCheng/CSPN

In this paper, we propose a simple yet effective convolutional spatial propagation network (CSPN) to learn the affinity matrix for various depth estimation tasks.

DEPTH COMPLETION DEPTH ESTIMATION STEREO MATCHING STEREO MATCHING HAND

StereoNet: Guided Hierarchical Refinement for Real-Time Edge-Aware Depth Prediction

ECCV 2018 meteorshowers/StereoNet

A first estimate of the disparity is computed in a very low resolution cost volume, then hierarchically the model re-introduces high-frequency details through a learned upsampling function that uses compact pixel-to-pixel refinement networks.

DEPTH ESTIMATION QUANTIZATION STEREO MATCHING STEREO MATCHING HAND

Single View Stereo Matching

CVPR 2018 lawy623/SVS

The resulting model outperforms all the previous monocular depth estimation methods as well as the stereo block matching method in the challenging KITTI dataset by only using a small number of real training data.

Ranked #7 on Monocular Depth Estimation on KITTI Eigen split (using extra training data)

MONOCULAR DEPTH ESTIMATION STEREO MATCHING STEREO MATCHING HAND

DeepPruner: Learning Efficient Stereo Matching via Differentiable PatchMatch

ICCV 2019 uber-research/DeepPruner

Our goal is to significantly speed up the runtime of current state-of-the-art stereo algorithms to enable real-time inference.

STEREO MATCHING STEREO MATCHING HAND

Continuous 3D Label Stereo Matching using Local Expansion Moves

28 Mar 2016t-taniai/LocalExpStereo

The local expansion moves extend traditional expansion moves by two ways: localization and spatial propagation.

PATCH MATCHING STEREO MATCHING STEREO MATCHING HAND

Hierarchical Discrete Distribution Decomposition for Match Density Estimation

CVPR 2019 ucbdrive/hd3

Explicit representations of the global match distributions of pixel-wise correspondences between pairs of images are desirable for uncertainty estimation and downstream applications.

DENSITY ESTIMATION OPTICAL FLOW ESTIMATION STEREO MATCHING STEREO MATCHING HAND