ML Research Wiki / Benchmarks / Image Matching / IMC PhotoTourism

IMC PhotoTourism

Image Matching Benchmark

Performance Over Time

📊 Showing 6 results | 📏 Metric: mean average accuracy @ 10

Top Performing Models

Rank Model Paper mean average accuracy @ 10 Date Code
1 Harris Corner 📚 HarrisZ$^+$: Harris Corner Selection for Next-Gen Image Matching Pipelines 0.66 2021-09-27 -
2 DISK 📚 DISK: Learning local features with policy gradient 0.65 2020-06-24 📦 fabio-sim/LightGlue-ONNX 📦 cvlab-epfl/disk
3 SuperGlue 📚 SuperGlue: Learning Feature Matching with Graph Neural Networks 0.65 2019-11-26 📦 huggingface/transformers 📦 magicleap/SuperGluePretrainedNetwork 📦 cvg/Hierarchical-Localization
4 DoG-AffNet-HardNet8 📚 Repeatability Is Not Enough: Learning Affine Regions via Discriminability 0.64 2017-11-17 📦 kornia/kornia 📦 ducha-aiki/affnet 📦 ducha-aiki/imc2021-sample-kornia-submission
5 Key.Net-SOSNet 📚 Key.Net: Keypoint Detection by Handcrafted and Learned CNN Filters 0.60 2019-04-01 📦 axelBarroso/Key.Net 📦 axelBarroso/Key.Net_Pytorch 📦 bluedream1121/Key.Net_PyTorch
6 D2-Net (MS) D2-Net: A Trainable CNN for Joint Detection and Description of Local Features 0.36 2019-05-09 📦 mihaidusmanu/d2-net 📦 naver/kapture 📦 visinf/cad 📦 UditSinghParihar/d2-net

All Papers (6)