Datasets › Objects365

Objects365

Introduced by Shuai Shao et al. in Objects365: A Large-Scale, High-Quality Dataset for Object Detection archive 2025-07-28

Objects365 is a large-scale object detection dataset, Objects365, which has 365 object categories over 600K training images. More than 10 million, high-quality bounding boxes are manually labeled through a three-step, carefully designed annotation pipeline. It is the largest object detection dataset (with full annotation) so far and establishes a more challenging benchmark for the community.

Source: Objects365: A Large-Scale, High-Quality Dataset for Object Detection Image Source: https://www.objects365.org/overview.html

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)PaperCode
Open Vocabulary Object Detection Objects365 Object-Centric-OVD mask AP50 22.3 Bridging the Gap between Object and Image-level... mmaaz60/mvits_for_class_agnostic_od 2 Compare
Object Detection Objects365 ScaleDet AP 46.8 ScaleDet: A Scalable Multi-Dataset Object Detector — 1 Compare

Papers archive 2025-07-28

3 shown of 3 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 161. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
ScaleDet: A Scalable Multi-Dataset Object Detector 0 1 8 Jun 2023 not harvested
Bridging the Gap between Object and Image-level Representations for Open-Vocabulary Detection 1 1 7 Jul 2022 ran 2 of 4 samples (2 unverified)
Open-vocabulary Object Detection via Vision and Language Knowledge Distillation 4 1 28 Apr 2021 not harvested

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

License archive 2025-07-28

Custom (research-only, attribution)

Modalities archive 2025-07-28

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • Objects365

1 variant name, as the archive lists them.

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