Datasets › Description Detection Dataset
Description Detection Dataset
Description Detection Dataset (D³, /dikju:b/) is an attempt at creating a next-generation object detection dataset. Unlike traditional detection datasets, the class names of the objects are no longer simple nouns or noun phrases, but rather complex and descriptive, such as a dog not being held by a leash. For each image in the dataset, any object that matches the description is annotated. The dataset provides annotations such as bounding boxes and finely crafted instance masks.It comprises of 422 well-designed descriptions and 24,282 positive object-description pairs.
The dataset is meant for the Described Object Detection (DOD) task. OVD detects object based on category name, and each category can have zero to multiple instances; REC grounds one region based on a language description, whether the object truly exits or not; DOD detects all instances on each image in the dataset, based on a flexible reference.
Benchmarks archive 2025-07-28
All 1 leaderboard 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 | ||||
|---|---|---|---|---|---|---|
| Described Object Detection | Description Detection Dataset | MM-Grounding-DINO Intra-scenario FULL mAP 22.9 | An Open and Comprehensive Pipeline for Unified Object... | open-mmlab/mmdetection +1 | 8 | Compare |
Papers archive 2025-07-28
8 shown of 8 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 10. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
Dataset loaders archive 2025-07-28
1 loader as listed in the archive; links are outbound and not re-checked here.
Tasks archive 2025-07-28
License archive 2025-07-28
Creative Commons Attribution-NonCommercial 4.0 International License
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- Description Detection Dataset
1 variant name, as the archive lists them.
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