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Datasets/PASCAL VOC 2007

PASCAL VOC 2007

Images

PASCAL VOC 2007 is a dataset for image recognition. The twenty object classes that have been selected are:

Person: person Animal: bird, cat, cow, dog, horse, sheep Vehicle: aeroplane, bicycle, boat, bus, car, motorbike, train Indoor: bottle, chair, dining table, potted plant, sofa, tv/monitor

The dataset can be used for image classification and object detection tasks.

Image Source: Object Detection and Recognition in Images

Benchmarks

10-shot image generation/Mean IoU 10-shot image generation/Mean IoU (val)16k/MAP 16k/AP50 16k/mAP@50 16k/mAP@50-95 16k/box AP 16k/FPS 16k/mPC [AP50]16k/rPC [%]16k/Unknown Recall 16k/WI 16k/A-OSE 2D Classification/MAP 2D Classification/AP50 2D Classification/mAP@50 2D Classification/mAP@50-95 2D Classification/box AP 2D Classification/FPS 2D Classification/mPC [AP50]2D Classification/rPC [%]2D Classification/Unknown Recall 2D Classification/WI 2D Classification/A-OSE 2D Classification/Average mAP 2D Object Detection/MAP 2D Object Detection/AP50 2D Object Detection/mAP@50 2D Object Detection/mAP@50-95 2D Object Detection/box AP 2D Object Detection/FPS 2D Object Detection/mPC [AP50]2D Object Detection/rPC [%]2D Object Detection/Unknown Recall 2D Object Detection/WI 2D Object Detection/A-OSE 3D/MAP 3D/AP50 3D/mAP@50 3D/mAP@50-95 3D/box AP 3D/FPS 3D/mPC [AP50]3D/rPC [%]3D/Unknown Recall 3D/WI 3D/A-OSE Image Classification/Accuracy Image Classification/Average mAP Multi-Label Classification/mAP Multi-Label Image Classification/Average mAP Object Detection/MAP Object Detection/AP50 Object Detection/mAP@50 Object Detection/mAP@50-95 Object Detection/box AP Object Detection/FPS Object Detection/mPC [AP50]Object Detection/rPC [%]Object Detection/Unknown Recall Object Detection/WI Object Detection/A-OSE Object Localization/CorLoc Semantic Segmentation/Mean IoU Semantic Segmentation/Mean IoU (val)Unsupervised Semantic Segmentation/Mean IoU (val)

Related Benchmarks

PASCAL VOC 2007 (15+5)/16k/FPS PASCAL VOC 2007 (15+5)/16k/MAP PASCAL VOC 2007 (15+5)/2D Classification/FPS PASCAL VOC 2007 (15+5)/2D Classification/MAP PASCAL VOC 2007 (15+5)/2D Object Detection/FPS PASCAL VOC 2007 (15+5)/2D Object Detection/MAP PASCAL VOC 2007 (15+5)/3D/FPS PASCAL VOC 2007 (15+5)/3D/MAP PASCAL VOC 2007 (15+5)/Object Detection/FPS PASCAL VOC 2007 (15+5)/Object Detection/MAP Pascal VOC 2007 count-test/Object Counting/m-reIRMSE-nz Pascal VOC 2007 count-test/Object Counting/m-relRMSE Pascal VOC 2007 count-test/Object Counting/mRMSE Pascal VOC 2007 count-test/Object Counting/mRMSE-nz

Statistics

Papers: 126
Benchmarks: 66

Links

Tasks

10-shot image generation 16k 2D Classification 2D Object Detection 3D Cross-Modal Retrieval Image Classification Multi-Label Classification Multi-Label Image Classification Multi-label Image Recognition with Partial Labels Object Counting Object Detection Object Localization Open World Object Detection Real-Time Object Detection Robust Object Detection Semantic Segmentation Unsupervised Object Detection Unsupervised Object Localization Unsupervised Semantic Segmentation Unsupervised Semantic Segmentation with Language-image Pre-training Weakly Supervised Object Detection Zero-Shot Object Detection