ML Research Wiki / Benchmarks / Image Retrieval / CARS196

CARS196

Image Retrieval Benchmark

Performance Over Time

📊 Showing 7 results | 📏 Metric: R@1

Top Performing Models

Rank Model Paper R@1 Date Code
1 CGD (MG/SG) Combination of Multiple Global Descriptors for Image Retrieval 94.80 2019-03-26 📦 naver/cgd 📦 leftthomas/CGD 📦 clovaai/embedding-expansion
2 ProxyNCA++ ProxyNCA++: Revisiting and Revitalizing Proxy Neighborhood Component Analysis 90.10 2020-04-02 📦 euwern/proxynca_pp
3 NormSoftmax2048 (ResNet-50) Classification is a Strong Baseline for Deep Metric Learning 89.30 2018-11-30 📦 microsoft/computervision-recipes 📦 azgo14/classification_metric_learning
4 Margin Sampling Matters in Deep Embedding Learning 86.90 2017-06-23 📦 CompVis/metric-learning-divide-and-conquer 📦 Recognito-Vision/Android-FaceRecognition-FaceLivenessDetection 📦 minzwon/tag-based-music-retrieval
5 MS512 Multi-Similarity Loss with General Pair Weighting for Deep Metric Learning 84.10 2019-04-14 📦 bnu-wangxun/Deep_Metric 📦 MalongTech/research-ms-loss
6 EPSHN512 Improved Embeddings with Easy Positive Triplet Mining 82.70 2019-04-08 📦 littleredxh/DREML 📦 littleredxh/EasyPositiveHardNegative 📦 SilverIonn/EPHN-OpenSet
7 HTL Deep Metric Learning with Hierarchical Triplet Loss 81.40 2018-10-16 -

All Papers (7)

naver/cgd leftthomas/CGD
euwern/proxynca_pp
microsoft/computervision-recipes azgo14/classification_metric_learning
CompVis/metric-learning-divide-and-conquer Recognito-Vision/Android-FaceRecognition-FaceLivenessDetection
bnu-wangxun/Deep_Metric MalongTech/research-ms-loss
littleredxh/DREML littleredxh/EasyPositiveHardNegative SilverIonn/EPHN-OpenSet