CARS196

Overview edit

Variants: CARS196

Associated Benchmarks

This dataset is used in 4 benchmarks:

• Image Retrieval - Metrics: R@1, R@8
• Image Clustering - Metrics: NMI
• Image Classification - Metrics: Accuracy
• Metric Learning - Metrics: R@1

Recent Benchmark Submissions

Research Papers

Recent papers with results on this dataset:

• Learning Semantic Proxies from Visual Prompts for Parameter-Efficient Fine-Tuning in Deep Metric Learning (2024) -
• Center Contrastive Loss for Metric Learning (2023) -
• Unicom: Universal and Compact Representation Learning for Image Retrieval (2023) -
• A Continual Development Methodology for Large-scale Multitask Dynamic ML Systems (2022) -
• DAS: Densely-Anchored Sampling for Deep Metric Learning (2022) -
• Attributable Visual Similarity Learning (2022) -
• Hyperbolic Vision Transformers: Combining Improvements in Metric Learning (2022) -
• Non-isotropy Regularization for Proxy-based Deep Metric Learning (2022) -
• Integrating Language Guidance into Vision-based Deep Metric Learning (2022) -
• Dissecting the impact of different loss functions with gradient surgery (2022) -
• Recall@k Surrogate Loss with Large Batches and Similarity Mixup (2021) -
• Towards Interpretable Deep Metric Learning with Structural Matching (2021) -
• It Takes Two to Tango: Mixup for Deep Metric Learning (2021) -
• Learning Intra-Batch Connections for Deep Metric Learning (2021) -
• S2SD: Simultaneous Similarity-based Self-Distillation for Deep Metric Learning (2020) -
• Hard negative examples are hard, but useful (2020) -
• Calibrated neighborhood aware confidence measure for deep metric learning (2020) -
• DiVA: Diverse Visual Feature Aggregation for Deep Metric Learning (2020) -
• ProxyNCA++: Revisiting and Revitalizing Proxy Neighborhood Component Analysis (2020) -
• Proxy Anchor Loss for Deep Metric Learning (2020) -