Datasets › VOC-MLT

VOC-MLT

Introduced by Tong Wu et al. in Distribution-Balanced Loss for Multi-Label Classification in Long-Tailed Datasets19 Jul 2020 archive 2025-07-28

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.

Benchmarks Papers JSON

Benchmarks archive 2025-07-28

All 2 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

		First row (archive order)	Paper	Code
Long-tail Learning	VOC-MLT	LMPT(ViT-B/16) Average mAP 87.88	LMPT: Prompt Tuning with Class-Specific Embedding Loss...	richard-peng-xia/LMPT	13	Compare
Zero-Shot Learning	VOC-MLT	CLIP(ResNet-50) Average mAP 84.30	Learning Transferable Visual Models From Natural...	openai/CLIP +81	2	Compare

Papers archive 2025-07-28

11 shown of 11 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 12. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

			Date	Samples run Syntology
Probability Guided Loss for Long-Tailed Multi-Label Image Classification	0	1	26 Jun 2023	not harvested
LMPT: Prompt Tuning with Class-Specific Embedding Loss for Long-tailed Multi-Label Visual Recognition	1	2	8 May 2023	ran 0 of 9 samples (9 unverified)
Long-Tailed Multi-Label Visual Recognition by Collaborative Training on Uniform and Re-Balanced Samplings	0	1	19 Jun 2021	not harvested
Learning Transferable Visual Models From Natural Language Supervision	82	4	26 Feb 2021	ran 16 of 20 samples (4 unverified; 16 pointer-only for licence)
Distribution-Balanced Loss for Multi-Label Classification in Long-Tailed Datasets	1	1	19 Jul 2020	not harvested
Learning Imbalanced Datasets with Label-Distribution-Aware Margin Loss	7	1	18 Jun 2019	ran 2 of 11 samples (9 unverified; 3 pointer-only for licence)
Large-Scale Long-Tailed Recognition in an Open World	2	1	10 Apr 2019	not harvested
Multi-Label Image Recognition with Graph Convolutional Networks	2	1	7 Apr 2019	not harvested
Class-Balanced Loss Based on Effective Number of Samples	11	1	16 Jan 2019	ran 7 of 27 samples (20 unverified)
Focal Loss for Dense Object Detection	234	1	7 Aug 2017	ran 11 of 11 samples (0 unverified; 6 pointer-only for licence)
Relay Backpropagation for Effective Learning of Deep Convolutional Neural Networks	1	1	18 Dec 2015	not harvested

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

Zero-Shot Learning Long-tail Learning Multi-Label Image Classification

License archive 2025-07-28

No licence recorded in the archive. Absence here is not a statement about the dataset's terms.

Modalities archive 2025-07-28

Images

Languages archive 2025-07-28

English

Variants archive 2025-07-28

VOC-MLT

1 variant name, as the archive lists them.

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections