| Unicom+ViT-L@336px |
- R@1
- 98.2
|
Unicom: Universal and Compact Representation Learning for Image Retrieval
2023-04-12 |
코드 1 · 코드 2 · 코드 3 |
| Hyp-DINO 8x8 |
- R@1
- 92.8
|
Hyperbolic Vision Transformers: Combining Improvements in Metric Learning
2022-03-21 |
코드 1 · 코드 2 |
| NED |
- R@1
- 91.5
|
Calibrated neighborhood aware confidence measure for deep metric learning
2020-06-08 |
연결 없음 |
| ResNet-50 + Intra-Batch (ensemble of 5) |
- R@1
- 91.5
|
Learning Intra-Batch Connections for Deep Metric Learning
2021-02-15 |
코드 1 · 코드 2 |
| ResNet-50 + AVSL |
- R@1
- 91.5
|
Attributable Visual Similarity Learning
2022-03-28 |
코드 1 |
| EfficientDML-VPTSP-G/512 |
- R@1
- 91.2
|
Learning Semantic Proxies from Visual Prompts for Parameter-Efficient Fine-Tuning in Deep Metric Learning
2024-02-04 |
코드 1 |
| CCL (ResNet-50) |
- R@1
- 91.02
|
Center Contrastive Loss for Metric Learning
2023-08-01 |
연결 없음 |
| ResNet50 + Language |
- R@1
- 90.2
|
Integrating Language Guidance into Vision-based Deep Metric Learning
2022-03-16 |
코드 1 |
| ResNet-50 + Metrix |
- R@1
- 89.6
|
It Takes Two to Tango: Mixup for Deep Metric Learning
2021-06-09 |
코드 1 |
| ResNet50 + S2SD |
- R@1
- 89.5
|
S2SD: Simultaneous Similarity-based Self-Distillation for Deep Metric Learning
2020-09-17 |
코드 1 |
| Recall@k Surrogate loss (ViT-B/16) |
- R@1
- 89.5
|
Recall@k Surrogate Loss with Large Batches and Similarity Mixup
2021-08-25 |
코드 1 · 코드 2 |
| ResNet-50 + Cross-Entropy |
- R@1
- 89.3
|
A unifying mutual information view of metric learning: cross-entropy vs. pairwise losses
2020-03-19 |
코드 1 |
| Hyp-DINO |
- R@1
- 89.2
|
Hyperbolic Vision Transformers: Combining Improvements in Metric Learning
2022-03-21 |
코드 1 · 코드 2 |
| ResNet50 + NIR |
- R@1
- 89.1
|
Non-isotropy Regularization for Proxy-based Deep Metric Learning
2022-03-16 |
코드 1 |
| Margin + DAS |
- R@1
- 88.34
|
DAS: Densely-Anchored Sampling for Deep Metric Learning
2022-07-30 |
코드 1 |
| BN-Inception + Proxy-Anchor |
- R@1
- 88.3
|
Proxy Anchor Loss for Deep Metric Learning
2020-03-31 |
코드 1 · 코드 2 · 코드 3 |
| Recall@k Surrogate loss (ResNet-50) |
- R@1
- 88.3
|
Recall@k Surrogate Loss with Large Batches and Similarity Mixup
2021-08-25 |
코드 1 · 코드 2 |
| ResNet-50 + Intra-Batch |
- R@1
- 88.1
|
Learning Intra-Batch Connections for Deep Metric Learning
2021-02-15 |
코드 1 · 코드 2 |
| ABE + HORDE |
- R@1
- 88.0
|
Metric Learning With HORDE: High-Order Regularizer for Deep Embeddings
2019-08-07 |
코드 1 |
| MS + SEC + DAS |
- R@1
- 87.8
|
DAS: Densely-Anchored Sampling for Deep Metric Learning
2022-07-30 |
코드 1 |
| ResNet50 + DiVA |
- R@1
- 87.6
|
DiVA: Diverse Visual Feature Aggregation for Deep Metric Learning
2020-04-28 |
코드 1 · 코드 2 |
| ProxyAnchor + DIML |
- R@1
- 87.01
|
Towards Interpretable Deep Metric Learning with Structural Matching
2021-08-12 |
코드 1 |
| ResNet-50 + ProxyNCA++ |
- R@1
- 86.5
|
ProxyNCA++: Revisiting and Revitalizing Proxy Neighborhood Component Analysis
2020-04-02 |
코드 1 |
| Gradient Surgery |
- R@1
- 86.5
|
Dissecting the impact of different loss functions with gradient surgery
2022-01-27 |
연결 없음 |
| Hyp-ViT |
- R@1
- 86.5
|
Hyperbolic Vision Transformers: Combining Improvements in Metric Learning
2022-03-21 |
코드 1 · 코드 2 |
| Group Loss |
- R@1
- 85.6
|
The Group Loss for Deep Metric Learning
2019-12-01 |
코드 1 · 코드 2 |
| ABE-8-512 |
- R@1
- 85.2
|
Attention-based Ensemble for Deep Metric Learning
2018-04-02 |
연결 없음 |
| BN-Inception + SoftTriple |
- R@1
- 84.5
|
SoftTriple Loss: Deep Metric Learning Without Triplet Sampling
2019-09-11 |
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 |
| ResNet50 (128) + PADS |
- R@1
- 83.5
|
PADS: Policy-Adapted Sampling for Visual Similarity Learning
2020-03-24 |
코드 1 |
| CircleLoss |
- R@1
- 83.4
|
Circle Loss: A Unified Perspective of Pair Similarity Optimization
2020-02-25 |
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 · 코드 9 · 코드 10 · 코드 11 · 코드 12 · 코드 13 · 코드 14 · 코드 15 · 코드 16 |