Browse State-of-the-Art › Parking Space Occupancy

Parking Space Occupancy

2 papers with code · 5 benchmarks · 3 datasets archive 2025-07-28

Image credit: https://github.com/martin-marek/parking-space-occupancy

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

5 leaderboard tables shown for this task, 5 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Dataset	Best model (first row in archive order)	Paper	Code	Syntology	Compare
Action-Camera Parking (7 rows)	MobileNetV2	Revising deep learning methods in parking lot occupancy detection	code	—	Compare
CNRPark+EXT (7 rows)	EfficientNet-P	Revising deep learning methods in parking lot occupancy detection	code	—	Compare
SPKL (7 rows)	EfficientNet-P	Revising deep learning methods in parking lot occupancy detection	code	—	Compare
ACMPS (5 rows)	EfficientNet-P	Revising deep learning methods in parking lot occupancy detection	code	—	Compare
PKLot (3 rows)	T-YOLO	T-YOLO: Tiny Vehicle Detection Based on YOLO and Multi-Scale...	—	—	Compare

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

3 datasets whose archive record lists this task, ordered by the archive's paper count.

PKLot Action-Camera Parking SPKL

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

2 shown of 2 papers with code (5 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

Revising deep learning methods in parking lot occupancy detection

7 Jun 2023 1 repository listed

Parking guidance systems have recently become a popular trend as a part of the smart cities' paradigm of development.
Image-Based Parking Space Occupancy Classification: Dataset and Baseline

26 Jul 2021 1 repository listed

We introduce a new dataset for image-based parking space occupancy classification: ACPDS.

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