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.

Source: Metamorphic Testing for Object Detection Systems

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1621–1630 of 10420 papers

Title	Date	Tasks	Status	Hype
CrossViT: Cross-Attention Multi-Scale Vision Transformer for Image Classification	Mar 27, 2021	General Classificationimage-classification	CodeCode Available	1
IoU Attack: Towards Temporally Coherent Black-Box Adversarial Attack for Visual Object Tracking	Mar 27, 2021	Adversarial Attackimage-classification	CodeCode Available	1
MedSelect: Selective Labeling for Medical Image Classification Combining Meta-Learning with Deep Reinforcement Learning	Mar 26, 2021	Deep Reinforcement LearningGeneral Classification	CodeCode Available	1
Distilling Object Detectors via Decoupled Features	Mar 26, 2021	image-classificationImage Classification	CodeCode Available	1
Contrast to Divide: Self-Supervised Pre-Training for Learning with Noisy Labels	Mar 25, 2021	Image ClassificationLearning with noisy labels	CodeCode Available	1
AutoMix: Unveiling the Power of Mixup for Stronger Classifiers	Mar 24, 2021	ClassificationData Augmentation	CodeCode Available	1
Diverse Branch Block: Building a Convolution as an Inception-like Unit	Mar 24, 2021	image-classificationImage Classification	CodeCode Available	1
MetaSAug: Meta Semantic Augmentation for Long-Tailed Visual Recognition	Mar 23, 2021	Data AugmentationImage Classification	CodeCode Available	1
BossNAS: Exploring Hybrid CNN-transformers with Block-wisely Self-supervised Neural Architecture Search	Mar 23, 2021	Image ClassificationNeural Architecture Search	CodeCode Available	1
Scaling Local Self-Attention for Parameter Efficient Visual Backbones	Mar 23, 2021	Image ClassificationInstance Segmentation	CodeCode Available	1

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All datasets ImageNet CIFAR-10 CIFAR-100 STL-10 ObjectNet MNIST SVHN iNaturalist 2018 ImageNet ReaL Flowers-102 Clothing1M mini WebVision 1.0

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	CoCa (finetuned)	Top 1 Accuracy	91	—	Unverified
2	Model soups (BASIC-L)	Top 1 Accuracy	90.98	—	Unverified
3	Model soups (ViT-G/14)	Top 1 Accuracy	90.94	—	Unverified
4	DaViT-G	Top 1 Accuracy	90.4	—	Unverified
5	Meta Pseudo Labels (EfficientNet-L2)	Top 1 Accuracy	90.2	—	Unverified
6	DaViT-H	Top 1 Accuracy	90.2	—	Unverified
7	SwinV2-G	Top 1 Accuracy	90.17	—	Unverified
8	MAWS (ViT-6.5B)	Top 1 Accuracy	90.1	—	Unverified
9	Florence-CoSwin-H	Top 1 Accuracy	90.05	—	Unverified
10	RevCol-H	Top 1 Accuracy	90	—	Unverified