Pascal Visual Object Classes Challenge 2012.

11,530 images with 27,450 ROI annotated objects and 6,929 segmentations. Classic object detection benchmark.

Paper ↗Download dataset Submit a result ↵

§ 01 · Leaderboard

Best published scores.

6 results indexed across 2 metrics. Shaded row marks current SOTA; ties broken by submission date.

Primary: mAP · higher is better
All metrics: mAP, mAP-coco-pretrain

mAP· primary

3 rows

#	Model	Org	Submitted	Paper / code	mAP
01	SSD512 (VGG-16)OSS	Google / UNC	Dec 2015	SSD: Single Shot MultiBox Detector	74.90
02	SSD300 (VGG-16)OSS	Google / UNC	Dec 2015	SSD: Single Shot MultiBox Detector	72.40
03	Faster R-CNN (VGG-16)OSS	Microsoft Research	Jun 2015	Faster R-CNN: Towards Real-Time Object Detection with Re…	70.40

mAP-coco-pretrain

3 rows

#	Model	Org	Submitted	Paper / code	mAP-coco-pretrain
01	SSD512 (VGG-16)OSS	Google / UNC	Dec 2015	SSD: Single Shot MultiBox Detector	80
02	SSD300 (VGG-16)OSS	Google / UNC	Dec 2015	SSD: Single Shot MultiBox Detector	77.50
03	Faster R-CNN (VGG-16)OSS	Microsoft Research	Jun 2015	Faster R-CNN: Towards Real-Time Object Detection with Re…	75.90

Fig 2 · Rows sorted by score within each metric. Shaded row marks SOTA. Dates reflect model or paper release where available, otherwise the date Codesota accessed the source.

§ 03 · Progress

2 steps
of state of the art.

Each row below marks a model that broke the previous record on mAP. Intermediate submissions are kept in the leaderboard above; only SOTA-setting entries are re-listed here.

Higher scores win. Each subsequent entry improved upon the previous best.

SOTA line · mAP

Jun 4, 2015Faster R-CNN (VGG-16)Microsoft Research70.40
Dec 8, 2015SSD512 (VGG-16)Google / UNC74.90

Fig 3 · SOTA-setting models only. 2 entries span Jun 2015 → Dec 2015.

§ 04 · Literature

2 papers
tied to this benchmark.

Every paper below corresponds to at least one row in the leaderboard above. Click through for the arXiv preprint and, when available, the reference implementation.

SSD: Single Shot MultiBox Detector
ECCV 2016Dec 2015·SSD512 (VGG-16), SSD300 (VGG-16)
arXiv ↗
Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks
NeurIPS 2015Jun 2015·Faster R-CNN (VGG-16)
arXiv ↗

§ 06 · Contribute

Have a score that beats
this table?

Submit a checkpoint and a reproduction script. We will run it, publish the score, and — if it takes the top — annotate the step on the progress chart with your name.

Submit a result ↵Read submission guide

What a submission needs

01A public checkpoint or API endpoint
02A reproduction script with frozen commit + seed
03Declared evaluation environment (Python, deps)
04One row per metric declared by this dataset
05A contact so we can follow up on discrepancies

Pascal Visual Object Classes Challenge 2012.

Best published scores.

2 stepsof state of the art.

2 paperstied to this benchmark.

Neighbouring benchmarks.

Have a score that beatsthis table?

2 steps
of state of the art.

2 papers
tied to this benchmark.

Have a score that beats
this table?