OpenCodePapers
long-tail-learning-on-voc-mlt
Generalized Few-Shot Learning
Long-tail Learning
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Paper
Code
Average mAP
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ModelName
ReleaseDate
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LMPT: Prompt Tuning with Class-Specific Embedding Loss for Long-tailed Multi-Label Visual Recognition
✓ Link
87.88
LMPT(ViT-B/16)
2023-05-08
Learning Transferable Visual Models From Natural Language Supervision
✓ Link
85.77
CLIP(ViT-B/16)
2021-02-26
LMPT: Prompt Tuning with Class-Specific Embedding Loss for Long-tailed Multi-Label Visual Recognition
✓ Link
85.44
LMPT(ResNet-50)
2023-05-08
Learning Transferable Visual Models From Natural Language Supervision
✓ Link
84.30
CLIP(ResNet-50)
2021-02-26
Long-Tailed Multi-Label Visual Recognition by Collaborative Training on Uniform and Re-Balanced Samplings
81.44
LTML(ResNet-50)
2021-06-19
Probability Guided Loss for Long-Tailed Multi-Label Image Classification
80.37
PG Loss(ResNet-50)
2023-06-26
Distribution-Balanced Loss for Multi-Label Classification in Long-Tailed Datasets
✓ Link
78.94
DB Focal(ResNet-50)
2020-07-19
Relay Backpropagation for Effective Learning of Deep Convolutional Neural Networks
✓ Link
75.38
RS(ResNet-50)
2015-12-18
Class-Balanced Loss Based on Effective Number of Samples
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75.24
CB Focal(ResNet-50)
2019-01-16
Focal Loss for Dense Object Detection
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73.88
Focal Loss(ResNet-50)
2017-08-07
Large-Scale Long-Tailed Recognition in an Open World
✓ Link
71.02
OLTR(ResNet-50)
2019-04-10
Learning Imbalanced Datasets with Label-Distribution-Aware Margin Loss
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70.73
LDAM(ResNet-50)
2019-06-18
Multi-Label Image Recognition with Graph Convolutional Networks
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68.92
ML-GCN(ResNet-50)
2019-04-07