ML Research Wiki / Benchmarks / Image Matching / ZEB

ZEB

Image Matching Benchmark

Performance Over Time

📊 Showing 9 results | 📏 Metric: Mean AUC@5°

Top Performing Models

Rank Model Paper Mean AUC@5° Date Code
1 GIM-RoMa GIM: Learning Generalizable Image Matcher From Internet Videos 53.30 2024-02-16 📦 xuelunshen/gim
2 GIM-DKM GIM: Learning Generalizable Image Matcher From Internet Videos 51.20 2024-02-16 📦 xuelunshen/gim
3 RoMa RoMa: Robust Dense Feature Matching 48.80 2023-05-24 📦 parskatt/roma
4 DKM DKM: Dense Kernelized Feature Matching for Geometry Estimation 46.20 2022-02-01 📦 parskatt/dkm
5 GIM-LoFTR GIM: Learning Generalizable Image Matcher From Internet Videos 39.10 2024-02-16 📦 xuelunshen/gim
6 GIM-LightGlue GIM: Learning Generalizable Image Matcher From Internet Videos 38.30 2024-02-16 📦 xuelunshen/gim
7 LoFTR LoFTR: Detector-Free Local Feature Matching with Transformers 33.10 2021-04-01 📦 kornia/kornia 📦 zju3dv/LoFTR 📦 kolkir/coarse_loftr_trt 📦 fabio-sim/DeDoDe-ONNX-TensorRT
8 LightGlue LightGlue: Local Feature Matching at Light Speed 31.70 2023-06-23 📦 cvg/lightglue 📦 fabio-sim/LightGlue-ONNX
9 SuperGlue SuperGlue: Learning Feature Matching with Graph Neural Networks 31.20 2019-11-26 📦 huggingface/transformers 📦 magicleap/SuperGluePretrainedNetwork 📦 cvg/Hierarchical-Localization

All Papers (9)

xuelunshen/gim
xuelunshen/gim
parskatt/roma
parskatt/dkm
xuelunshen/gim
xuelunshen/gim
kornia/kornia zju3dv/LoFTR
cvg/lightglue fabio-sim/LightGlue-ONNX
huggingface/transformers magicleap/SuperGluePretrainedNetwork