ML Research Wiki / Benchmarks / Long-tail Learning / VOC-MLT

VOC-MLT

Long-tail Learning Benchmark

Performance Over Time

📊 Showing 11 results | 📏 Metric: Average mAP

Top Performing Models

Rank Model Paper Average mAP Date Code
1 LMPT(ViT-B/16) 📚 LMPT: Prompt Tuning with Class-Specific Embedding Loss for Long-tailed Multi-Label Visual Recognition 87.88 2023-05-08 📦 richard-peng-xia/LMPT
2 CLIP(ViT-B/16) 📚 Learning Transferable Visual Models From Natural Language Supervision 85.77 2021-02-26 📦 openai/CLIP 📦 mlfoundations/open_clip 📦 towhee-io/towhee
3 LMPT(ResNet-50) 📚 LMPT: Prompt Tuning with Class-Specific Embedding Loss for Long-tailed Multi-Label Visual Recognition 85.44 2023-05-08 📦 richard-peng-xia/LMPT
4 CLIP(ResNet-50) 📚 Learning Transferable Visual Models From Natural Language Supervision 84.30 2021-02-26 📦 openai/CLIP 📦 mlfoundations/open_clip 📦 towhee-io/towhee
5 DB Focal(ResNet-50) Distribution-Balanced Loss for Multi-Label Classification in Long-Tailed Datasets 78.94 2020-07-19 📦 wutong16/DistributionBalancedLoss
6 RS(ResNet-50) Relay Backpropagation for Effective Learning of Deep Convolutional Neural Networks 75.38 2015-12-18 📦 craston/object_detection_cib
7 CB Focal(ResNet-50) Class-Balanced Loss Based on Effective Number of Samples 75.24 2019-01-16 📦 vandit15/Class-balanced-loss-pytorch 📦 richardaecn/class-balanced-loss 📦 frgfm/Holocron
8 Focal Loss(ResNet-50) Focal Loss for Dense Object Detection 73.88 2017-08-07 📦 tensorflow/models 📦 facebookresearch/detectron2 📦 open-mmlab/mmdetection
9 OLTR(ResNet-50) Large-Scale Long-Tailed Recognition in an Open World 71.02 2019-04-10 📦 zhmiao/OpenLongTailRecognition-OLTR 📦 silicx/dlsa
10 LDAM(ResNet-50) Learning Imbalanced Datasets with Label-Distribution-Aware Margin Loss 70.73 2019-06-18 📦 kaidic/LDAM-DRW 📦 j3soon/arxiv-utils 📦 feidfoe/AdjustBnd4Imbalance

All Papers (11)

Focal Loss for Dense Object Detection

2017
Focal Loss(ResNet-50)