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Image Classification
Image Classification is a fundamental task in vision recognition that aims to understand and categorize an image as a whole under a specific label. Unlike object detection, which involves classification and location of multiple objects within an image, image classification typically pertains to single-object images. When the classification becomes highly detailed or reaches instance-level, it is often referred to as image retrieval, which also involves finding similar images in a large database.
<span class="description-source">Source: Metamorphic Testing for Object Detection Systems </span>
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505개ImageNetCIFAR-10CIFAR-100ImageNetSTL-10ObjectNetMini-Imagenet 5-way (1-shot)Mini-Imagenet 5-way (5-shot)Stanford CarsMNISTImageNet - 10% labeled dataImageNet-LTCIFAR-100-LT (ρ=100)ImageNet - 1% labeled dataImageNet (finetuned)SVHNiNaturalist 2018FGVC AircraftImageNet ReaLClothing1MFlowers-102Tiered ImageNet 5-way (5-shot)CIFAR-10-LT (ρ=10)CIFAR-10, 4000 LabelsTiered ImageNet 5-way (1-shot)mini WebVision 1.0iNaturalist 2018ImageNet-1K (with DeiT-S)CIFAR-FS 5-way (5-shot)CUB-200-2011