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 2126–2150 of 10420 papers

Title	Date	Tasks	Status	Hype
Combating Label Noise in Deep Learning Using Abstention	May 27, 2019	Deep LearningGeneral Classification	CodeCode Available	1
Derivative Manipulation for General Example Weighting	May 27, 2019	Image ClassificationRepresentation Learning	CodeCode Available	1
Shredder: Learning Noise Distributions to Protect Inference Privacy	May 26, 2019	GPUimage-classification	CodeCode Available	1
ProbAct: A Probabilistic Activation Function for Deep Neural Networks	May 26, 2019	Image Classification	CodeCode Available	1
DIANet: Dense-and-Implicit Attention Network	May 25, 2019	image-classificationImage Classification	CodeCode Available	1
Understanding and Utilizing Deep Neural Networks Trained with Noisy Labels	May 13, 2019	Image Classification	CodeCode Available	1
CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features	May 13, 2019	Domain GeneralizationImage Captioning	CodeCode Available	1
Learning Loss for Active Learning	May 9, 2019	Active Learningimage-classification	CodeCode Available	1
AutoAssist: A Framework to Accelerate Training of Deep Neural Networks	May 8, 2019	GPUimage-classification	CodeCode Available	1
MixMatch: A Holistic Approach to Semi-Supervised Learning	May 6, 2019	Image ClassificationSemi-Supervised Image Classification	CodeCode Available	1
Searching for MobileNetV3	May 6, 2019	ClassificationDecoder	CodeCode Available	1
Billion-scale semi-supervised learning for image classification	May 2, 2019	ClassificationGeneral Classification	CodeCode Available	1
Fast AutoAugment	May 1, 2019	Data AugmentationGPU	CodeCode Available	1
Harmonic Networks with Limited Training Samples	Apr 30, 2019	Image Classification	CodeCode Available	1
Unsupervised Data Augmentation for Consistency Training	Apr 29, 2019	Data AugmentationImage Augmentation	CodeCode Available	1
Transformers with convolutional context for ASR	Apr 26, 2019	Image ClassificationMachine Translation	CodeCode Available	1
Making Convolutional Networks Shift-Invariant Again	Apr 25, 2019	Classification ConsistencyConditional Image Generation	CodeCode Available	1
Counterfactual Visual Explanations	Apr 16, 2019	counterfactualGeneral Classification	CodeCode Available	1
Deep CNNs Meet Global Covariance Pooling: Better Representation and Generalization	Apr 15, 2019	Fine-Grained Visual RecognitionGeneral Classification	CodeCode Available	1
Weakly Supervised Learning of Instance Segmentation with Inter-pixel Relations	Apr 10, 2019	image-classificationImage Classification	CodeCode Available	1
Hyperbolic Image Embeddings	Apr 3, 2019	Few-Shot LearningGeneral Classification	CodeCode Available	1
Augmented Neural ODEs	Apr 2, 2019	Image Classification	CodeCode Available	1
Res2Net: A New Multi-scale Backbone Architecture	Apr 2, 2019	Image ClassificationInstance Segmentation	CodeCode Available	1
Variational Adversarial Active Learning	Mar 31, 2019	Active Learningimage-classification	CodeCode Available	1
IMAE for Noise-Robust Learning: Mean Absolute Error Does Not Treat Examples Equally and Gradient Magnitude's Variance Matters	Mar 28, 2019	image-classificationImage Classification	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