OpenCodePapers

long-tail-learning-on-coco-mlt

Generalized Few-Shot LearningLong-tail Learning
Results over time
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Leaderboard
PaperCodeAverage mAPModelNameReleaseDate
LMPT: Prompt Tuning with Class-Specific Embedding Loss for Long-tailed Multi-Label Visual Recognition✓ Link66.19LMPT(ViT-B/16)2023-05-08
Learning Transferable Visual Models From Natural Language Supervision✓ Link60.17CLIP(ViT-B/16)2021-02-26
LMPT: Prompt Tuning with Class-Specific Embedding Loss for Long-tailed Multi-Label Visual Recognition✓ Link58.97LMPT(ResNet-50)2023-05-08
Long-Tailed Multi-Label Visual Recognition by Collaborative Training on Uniform and Re-Balanced Samplings56.90LTML(ResNet-50)2021-06-19
Learning Transferable Visual Models From Natural Language Supervision✓ Link56.19CLIP(ResNet-50)2021-02-26
Probability Guided Loss for Long-Tailed Multi-Label Image Classification54.43PG Loss(ResNet-50)2023-06-26
Distribution-Balanced Loss for Multi-Label Classification in Long-Tailed Datasets✓ Link53.55DB Focal(ResNet-50)2020-07-19
Focal Loss for Dense Object Detection✓ Link49.46Focal Loss(ResNet-50)2017-08-07
Class-Balanced Loss Based on Effective Number of Samples✓ Link49.06CB Loss(ResNet-50)2019-01-16
Relay Backpropagation for Effective Learning of Deep Convolutional Neural Networks✓ Link46.97RS(ResNet-50)2015-12-18
Large-Scale Long-Tailed Recognition in an Open World✓ Link45.83OLTR(ResNet-50)2019-04-10
Multi-Label Image Recognition with Graph Convolutional Networks✓ Link44.24ML-GCN(ResNet-50)2019-04-07
Learning Imbalanced Datasets with Label-Distribution-Aware Margin Loss✓ Link40.53LDAM(ResNet-50)2019-06-18