OpenCodePapers

long-tail-learning-on-voc-mlt

Generalized Few-Shot LearningLong-tail Learning
Results over time
Click legend items to toggle metrics. Hover points for model names.
Leaderboard
PaperCodeAverage mAPModelNameReleaseDate
LMPT: Prompt Tuning with Class-Specific Embedding Loss for Long-tailed Multi-Label Visual Recognition✓ Link87.88LMPT(ViT-B/16)2023-05-08
Learning Transferable Visual Models From Natural Language Supervision✓ Link85.77CLIP(ViT-B/16)2021-02-26
LMPT: Prompt Tuning with Class-Specific Embedding Loss for Long-tailed Multi-Label Visual Recognition✓ Link85.44LMPT(ResNet-50)2023-05-08
Learning Transferable Visual Models From Natural Language Supervision✓ Link84.30CLIP(ResNet-50)2021-02-26
Long-Tailed Multi-Label Visual Recognition by Collaborative Training on Uniform and Re-Balanced Samplings81.44LTML(ResNet-50)2021-06-19
Probability Guided Loss for Long-Tailed Multi-Label Image Classification80.37PG Loss(ResNet-50)2023-06-26
Distribution-Balanced Loss for Multi-Label Classification in Long-Tailed Datasets✓ Link78.94DB Focal(ResNet-50)2020-07-19
Relay Backpropagation for Effective Learning of Deep Convolutional Neural Networks✓ Link75.38RS(ResNet-50)2015-12-18
Class-Balanced Loss Based on Effective Number of Samples✓ Link75.24CB Focal(ResNet-50)2019-01-16
Focal Loss for Dense Object Detection✓ Link73.88Focal Loss(ResNet-50)2017-08-07
Large-Scale Long-Tailed Recognition in an Open World✓ Link71.02OLTR(ResNet-50)2019-04-10
Learning Imbalanced Datasets with Label-Distribution-Aware Margin Loss✓ Link70.73LDAM(ResNet-50)2019-06-18
Multi-Label Image Recognition with Graph Convolutional Networks✓ Link68.92ML-GCN(ResNet-50)2019-04-07