PASCAL VOC (PASCAL Visual Object Classes Challenge)

Introduced by Dong et al. in Location-aware Single Image Reflection Removal

The PASCAL Visual Object Classes (VOC) 2012 dataset contains 20 object categories including vehicles, household, animals, and other: aeroplane, bicycle, boat, bus, car, motorbike, train, bottle, chair, dining table, potted plant, sofa, TV/monitor, bird, cat, cow, dog, horse, sheep, and person. Each image in this dataset has pixel-level segmentation annotations, bounding box annotations, and object class annotations. This dataset has been widely used as a benchmark for object detection, semantic segmentation, and classification tasks. The PASCAL VOC dataset is split into three subsets: 1,464 images for training, 1,449 images for validation and a private testing set.

Source: Self-supervised Visual Feature Learning with Deep Neural Networks: A Survey

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Benchmarks

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Task	Dataset Variant	Best Model
Weakly-Supervised Semantic Segmentation	PASCAL VOC 2012 val	WeakTr
Weakly-Supervised Semantic Segmentation	PASCAL VOC 2012 test	WeakTr
Semantic Segmentation	PASCAL VOC 2012 test	DeepLabv3+
Weakly Supervised Object Detection	PASCAL VOC 2007	wetectron
Object Detection	PASCAL VOC 2007	Cascade Eff-B7 NAS-FPN
Semi-Supervised Semantic Segmentation	Pascal VOC 2012 12.5% labeled	UniMatch
Semantic Segmentation	PASCAL VOC 2012 val	EfficientNet-L2+NAS-FPN
Weakly Supervised Object Detection	PASCAL VOC 2012 test	OD-WSCL
Graph Matching	PASCAL VOC	URL
Semi-Supervised Semantic Segmentation	PASCAL VOC 2012 25% labeled	PCR
Multi-Label Classification	PASCAL VOC 2007	Q2L-CvT
Semi-Supervised Semantic Segmentation	PASCAL VOC 2012 50%	S4MC
Semi-Supervised Semantic Segmentation	Pascal VOC 2012 5% labeled	ReCo
Overlapped 15-1	PASCAL VOC 2012	SATS-M
Overlapped 10-1	PASCAL VOC 2012	SATS-M
Semi-Supervised Semantic Segmentation	Pascal VOC 2012 2% labeled	ReCo
Overlapped 15-5	PASCAL VOC 2012	SATS-M
Image-level Supervised Instance Segmentation	PASCAL VOC 2012 val	CIM + Mask R-CNN
Unsupervised Semantic Segmentation	PASCAL VOC 2012 val	CAUSE
Disjoint 10-1	PASCAL VOC 2012	SSUL-M
Disjoint 15-1	PASCAL VOC 2012	SSUL-M
Disjoint 15-5	PASCAL VOC 2012	SSUL-M
Object Counting	Pascal VOC 2007 count-test	Supervised Density Map
Weakly-supervised instance segmentation	PASCAL VOC 2012 val	BBAM
Multi-label Image Recognition with Partial Labels	PASCAL VOC 2007	DualCoOp+TaI-DPT
Semi-Supervised Semantic Segmentation	Pascal VOC 2012 1% labeled	ReCo
Object Detection	PASCAL VOC 2012	InternImage-H
Real-Time Object Detection	PASCAL VOC 2007	YOLO
Box-supervised Instance Segmentation	PASCAL VOC 2012 val	Box2Mask-T
Overlapped 19-1	PASCAL VOC 2012	SSUL-M
Overlapped 5-3	PASCAL VOC 2012	SATS-M
Object Proposal Generation	PASCAL VOC 2012, 60 proposals per image	MDef-DETR
Semantic Segmentation	PASCAL VOC 2011 test	Plugin network
Multi-Label Classification	PASCAL VOC 2012	Q2L-TResL
Real-time Instance Segmentation	PASCAL VOC 2012	RAMEM UPANet80 V2
Semantic Segmentation	PASCAL VOC 2007	GALDNet
Interactive Segmentation	PASCAL VOC	ICL CFR-1
Single-object discovery	VOC12	Large-scale rOSD
Point-Supervised Instance Segmentation	PASCAL VOC 2012 val	BESTIE
Knowledge Distillation	PASCAL VOC	LSHFM
Robust Object Detection	PASCAL VOC 2007	Faster R-CNN with Stylized Training Data
Open World Object Detection	PASCAL VOC 2007	ORE
Multi-object discovery	VOC12	Large-scale rOSD
Single-object colocalization	VOC12	rOSD
Weakly-Supervised Object Segmentation	PASCAL VOC 2012 val	ViT-PCM
Unsupervised Semantic Segmentation with Language-image Pre-training	PASCAL VOC 2007	CLIPpy ViT-B
Unsupervised Object Localization	PASCAL VOC 2007	DeepCut
Unsupervised Object Localization	PASCAL VOC 2012	DeepCut
Unsupervised Object Detection	PASCAL VOC 2007	CutLER
Object Detection	PASCAL VOC	TinyissimoYOLO-v8
Semantic Segmentation	PASCAL VOC 2012	DLDL-8s+CRF
Image Classification	PASCAL VOC 2007	NNCLR
One-Shot Object Detection	PASCAL VOC 2012 val	QDTrack
Zero-Shot Semantic Segmentation	PASCAL VOC	MAFT
Semantic Segmentation	PASCAL VOC 2011	DLDL-8s+CRF
Object Localization	PASCAL VOC 2012	DeepCut
Class-agnostic Object Detection	PASCAL VOC	MDef-DETR
Semantic Segmentation	PASCAL VOC	SegCLIP
Object Localization	PASCAL VOC 2007	DeepCut
Multi-object colocalization	VOC12	rOSD