Datasets › NWPU-Crowd

NWPU-Crowd

Introduced by Qi. Wang et al. in NWPU-Crowd: A Large-Scale Benchmark for Crowd Counting and Localization archive 2025-07-28

NWPU-Crowd consists of 5,109 images, in a total of 2,133,375 annotated heads with points and boxes. Compared with other real-world datasets, it contains various illumination scenes and has the largest density range (0~20,033).

Source: NWPU-Crowd: A Large-Scale Benchmark for Crowd Counting and Localization

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
Crowd Counting NWPU-Crowd (Val) EBC-ZIP-B MAE 28.26 EBC-ZIP: Improving Blockwise Crowd Counting with... yiming-m/ebc-zip 6 Compare
Crowd Counting NWPU-Crowd APGCC MAE 71.7 Improving Point-based Crowd Counting and Localization... AaronCIH/APGCC 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 32. 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

No loader listed in the archive.

Tasks archive 2025-07-28

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

No modality tagged.

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • NWPU-Crowd
  • NWPU-Crowd (Val)

2 variant names, 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