ML Research Wiki / Benchmarks / Dense Pixel Correspondence Estimation / HPatches

HPatches

Dense Pixel Correspondence Estimation Benchmark

Performance Over Time

📊 Showing 8 results | 📏 Metric: Viewpoint I AEPE

Top Performing Models

Rank Model Paper Viewpoint I AEPE Date Code
1 SPyNet Optical Flow Estimation using a Spatial Pyramid Network 36.94 2016-11-03 📦 philferriere/tfoptflow 📦 guanfuchen/video_obj 📦 sniklaus/pytorch-spynet
2 COTR +Interp. COTR: Correspondence Transformer for Matching Across Images 7.98 2021-03-25 📦 ubc-vision/COTR
3 COTR COTR: Correspondence Transformer for Matching Across Images 7.75 2021-03-25 📦 ubc-vision/COTR
4 FlowNet2 FlowNet 2.0: Evolution of Optical Flow Estimation with Deep Networks 5.99 2016-12-06 📦 NVIDIA/flownet2-pytorch 📦 open-mmlab/mmflow 📦 philferriere/tfoptflow
5 DeepMatching* DeepMatching: Hierarchical Deformable Dense Matching 5.84 2015-06-25 📦 vwegn/dm
6 PWC-Net PWC-Net: CNNs for Optical Flow Using Pyramid, Warping, and Cost Volume 4.43 2017-09-07 📦 NVlabs/PWC-Net 📦 open-mmlab/mmflow 📦 sniklaus/pytorch-pwc
7 DGC-Net aff+tps+homo DGC-Net: Dense Geometric Correspondence Network 1.55 2018-10-19 📦 AaltoVision/DGC-Net 📦 code-implementation1/Code1 📦 MindSpore-paper-code-3/code8 📦 2023-MindSpore-1/ms-code-211
8 RANSAC-DMP+ 📚 Deep Matching Prior: Test-Time Optimization for Dense Correspondence 0.48 2021-06-06 📦 SunghwanHong/Deep-Matching-Prior

All Papers (8)

philferriere/tfoptflow guanfuchen/video_obj
ubc-vision/COTR
ubc-vision/COTR
NVIDIA/flownet2-pytorch open-mmlab/mmflow
vwegn/dm
NVlabs/PWC-Net open-mmlab/mmflow
AaltoVision/DGC-Net code-implementation1/Code1
SunghwanHong/Deep-Matching-Prior