| Unicom+ViT-L@336px |
- R@1
- 90.1
|
Unicom: Universal and Compact Representation Learning for Image Retrieval
2023-04-12 |
코드 1 · 코드 2 · 코드 3 |
| EfficientDML-VPTSP-G/512 |
- R@1
- 88.5
|
Learning Semantic Proxies from Visual Prompts for Parameter-Efficient Fine-Tuning in Deep Metric Learning
2024-02-04 |
코드 1 |
| Hyp-ViT |
- R@1
- 85.6
|
Hyperbolic Vision Transformers: Combining Improvements in Metric Learning
2022-03-21 |
코드 1 · 코드 2 |
| NED |
- R@1
- 74.9
|
Calibrated neighborhood aware confidence measure for deep metric learning
2020-06-08 |
연결 없음 |
| CCL (ResNet-50) |
- R@1
- 73.45
|
Center Contrastive Loss for Metric Learning
2023-08-01 |
연결 없음 |
| ResNet-50 + AVSL |
- R@1
- 71.9
|
Attributable Visual Similarity Learning
2022-03-28 |
코드 1 |
| ResNet-50 + Intra-Batch Connections |
- R@1
- 71.8
|
Learning Intra-Batch Connections for Deep Metric Learning
2021-02-15 |
코드 1 · 코드 2 |
| ResNet-50 + Metrix |
- R@1
- 71.4
|
It Takes Two to Tango: Mixup for Deep Metric Learning
2021-06-09 |
코드 1 |
| ResNet50 + Language |
- R@1
- 71.4
|
Integrating Language Guidance into Vision-based Deep Metric Learning
2022-03-16 |
코드 1 |
| BN-Inception + Proxy-Anchor |
- R@1
- 71.1
|
Proxy Anchor Loss for Deep Metric Learning
2020-03-31 |
코드 1 · 코드 2 · 코드 3 |
| ResNet50 + NIR |
- R@1
- 70.5
|
Non-isotropy Regularization for Proxy-based Deep Metric Learning
2022-03-16 |
코드 1 |
| ResNet50 + S2SD |
- R@1
- 70.1
|
S2SD: Simultaneous Similarity-based Self-Distillation for Deep Metric Learning
2020-09-17 |
코드 1 |
| ResNet-50 + Cross-Entropy |
- R@1
- 69.2
|
A unifying mutual information view of metric learning: cross-entropy vs. pairwise losses
2020-03-19 |
코드 1 |
| ResNet50 + DiVA |
- R@1
- 69.2
|
DiVA: Diverse Visual Feature Aggregation for Deep Metric Learning
2020-04-28 |
코드 1 · 코드 2 |
| ResNet-50 + ProxyNCA++ |
- R@1
- 69.0
|
ProxyNCA++: Revisiting and Revitalizing Proxy Neighborhood Component Analysis
2020-04-02 |
코드 1 |
| MS + DIML |
- R@1
- 68.15
|
Towards Interpretable Deep Metric Learning with Structural Matching
2021-08-12 |
코드 1 |
| ResNet50 (128) + PADS |
- R@1
- 67.3
|
PADS: Policy-Adapted Sampling for Visual Similarity Learning
2020-03-24 |
코드 1 |
| ABE + HORDE |
- R@1
- 66.8
|
Metric Learning With HORDE: High-Order Regularizer for Deep Embeddings
2019-08-07 |
코드 1 |
| ResNet50 (128) + MIC |
- R@1
- 66.1
|
MIC: Mining Interclass Characteristics for Improved Metric Learning
2019-09-25 |
코드 1 · 코드 2 |
| BN-Inception + Group Loss |
- R@1
- 65.5
|
The Group Loss for Deep Metric Learning
2019-12-01 |
코드 1 · 코드 2 |
| BN-Inception + SoftTriple |
- R@1
- 65.4
|
SoftTriple Loss: Deep Metric Learning Without Triplet Sampling
2019-09-11 |
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 |
| EPSHN(512) |
- R@1
- 64.9
|
Improved Embeddings with Easy Positive Triplet Mining
2019-04-08 |
코드 1 · 코드 2 · 코드 3 |
| Gradient Surgery |
- R@1
- 63.8
|
Dissecting the impact of different loss functions with gradient surgery
2022-01-27 |
연결 없음 |
| ResNet-50 + Margin |
- R@1
- 63.6
|
Sampling Matters in Deep Embedding Learning
2017-06-23 |
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 |
| HDC |
- R@1
- 60.7
|
Hard-Aware Deeply Cascaded Embedding
2016-11-17 |
코드 1 |
| ABE-8-512 |
- R@1
- 60.6
|
Attention-based Ensemble for Deep Metric Learning
2018-04-02 |
연결 없음 |
| PDDM Quadruplet |
- R@1
- 58.3
|
Local Similarity-Aware Deep Feature Embedding
2016-10-27 |
연결 없음 |
| SCT(64) |
- R@1
- 57.7
|
Hard negative examples are hard, but useful
2020-07-24 |
코드 1 |
| EPSHN(64) |
- R@1
- 57.3
|
Improved Embeddings with Easy Positive Triplet Mining
2019-04-08 |
코드 1 · 코드 2 · 코드 3 |
| GoogLeNet + HDML |
- R@1
- 53.7
|
Hardness-Aware Deep Metric Learning
2019-03-13 |
코드 1 · 코드 2 |