VOC-MLT

Dataset Information
Modalities
Images
Languages
English
Introduced
2020
License
Unknown
Contents

Overview

We construct the long-tailed version of VOC from its 2012 train-val set. It contains 1,142 images from 20 classes, with a maximum of 775 images per class and a minimum of 4 images per class. The ratio of head, medium, and tail classes after splitting is 6:6:8. We evaluate the performance on VOC2007 test set with 4952 images.

Variants: VOC-MLT

Associated Benchmarks

This dataset is used in 2 benchmarks:

Recent Benchmark Submissions

Task Model Paper Date
Long-tail Learning LMPT(ViT-B/16) LMPT: Prompt Tuning with Class-Specific … 2023-05-08
Long-tail Learning LMPT(ResNet-50) LMPT: Prompt Tuning with Class-Specific … 2023-05-08
Zero-Shot Learning CLIP(ResNet-50) Learning Transferable Visual Models From … 2021-02-26
Zero-Shot Learning CLIP(ViT-B/16) Learning Transferable Visual Models From … 2021-02-26
Long-tail Learning CLIP(ViT-B/16) Learning Transferable Visual Models From … 2021-02-26
Long-tail Learning CLIP(ResNet-50) Learning Transferable Visual Models From … 2021-02-26
Long-tail Learning DB Focal(ResNet-50) Distribution-Balanced Loss for Multi-Label Classification … 2020-07-19
Long-tail Learning LDAM(ResNet-50) Learning Imbalanced Datasets with Label-Distribution-Aware … 2019-06-18
Long-tail Learning OLTR(ResNet-50) Large-Scale Long-Tailed Recognition in an … 2019-04-10
Long-tail Learning ML-GCN(ResNet-50) Multi-Label Image Recognition with Graph … 2019-04-07
Long-tail Learning CB Focal(ResNet-50) Class-Balanced Loss Based on Effective … 2019-01-16
Long-tail Learning Focal Loss(ResNet-50) Focal Loss for Dense Object … 2017-08-07
Long-tail Learning RS(ResNet-50) Relay Backpropagation for Effective Learning … 2015-12-18

Research Papers

Recent papers with results on this dataset:

External Links: