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 5451–5475 of 10420 papers

Title	Date	Tasks	Status	Hype
Co-Correcting: Noise-tolerant Medical Image Classification via mutual Label Correction	Sep 11, 2021	ClassificationDeep Learning	CodeCode Available	1
On the Initial Behavior Monitoring Issues in Federated Learning	Sep 11, 2021	Federated Learningimage-classification	—Unverified	0
Saliency Guided Experience Packing for Replay in Continual Learning	Sep 10, 2021	Continual LearningImage Classification	CodeCode Available	0
LibFewShot: A Comprehensive Library for Few-shot Learning	Sep 10, 2021	Data AugmentationFew-Shot Image Classification	CodeCode Available	2
ConvMLP: Hierarchical Convolutional MLPs for Vision	Sep 9, 2021	Image ClassificationInstance Segmentation	CodeCode Available	1
Generatively Augmented Neural Network Watchdog for Image Classification Networks	Sep 7, 2021	ClassificationData Augmentation	—Unverified	0
Fair Comparison: Quantifying Variance in Resultsfor Fine-grained Visual Categorization	Sep 7, 2021	Fine-Grained Visual Categorizationimage-classification	—Unverified	0
Datasets: A Community Library for Natural Language Processing	Sep 7, 2021	Image ClassificationObject Recognition	CodeCode Available	3
Tom: Leveraging trend of the observed gradients for faster convergence	Sep 7, 2021	Image Classification	CodeCode Available	0
Quantum-Classical Hybrid Machine Learning for Image Classification (ICCAD Special Session Paper)	Sep 7, 2021	BIG-bench Machine LearningClassification	—Unverified	0
Knowledge Distillation Using Hierarchical Self-Supervision Augmented Distribution	Sep 7, 2021	image-classificationImage Classification	CodeCode Available	1
Rethinking Crowdsourcing Annotation: Partial Annotation with Salient Labels for Multi-Label Image Classification	Sep 6, 2021	Active Learningimage-classification	—Unverified	0
Vision Transformers For Weeds and Crops Classification Of High Resolution UAV Images	Sep 6, 2021	image-classificationImage Classification	—Unverified	0
Less is More: Lighter and Faster Deep Neural Architecture for Tomato Leaf Disease Classification	Sep 6, 2021	image-classificationImage Classification	CodeCode Available	1
Automated Robustness with Adversarial Training as a Post-Processing Step	Sep 6, 2021	ClassificationDeep Learning	—Unverified	0
Cross-token Modeling with Conditional Computation	Sep 5, 2021	Computational EfficiencyImage Classification	—Unverified	0
Real-World Adversarial Examples involving Makeup Application	Sep 4, 2021	Adversarial AttackFace Recognition	—Unverified	0
Robust fine-tuning of zero-shot models	Sep 4, 2021	Image ClassificationTransfer Learning	CodeCode Available	1
ISyNet: Convolutional Neural Networks design for AI accelerator	Sep 4, 2021	Image ClassificationNeural Architecture Search	CodeCode Available	0
Access Control Using Spatially Invariant Permutation of Feature Maps for Semantic Segmentation Models	Sep 3, 2021	image-classificationImage Classification	—Unverified	0
Automated detection of COVID-19 cases from chest X-ray images using deep neural network and XGBoost	Sep 3, 2021	COVID-19 DiagnosisImage Classification	CodeCode Available	1
CAM-loss: Towards Learning Spatially Discriminative Feature Representations	Sep 3, 2021	Few-Shot Learningimage-classification	—Unverified	0
Ghost Loss to Question the Reliability of Training Data	Sep 3, 2021	image-classificationImage Classification	—Unverified	0
Better Self-training for Image Classification through Self-supervision	Sep 2, 2021	Classificationimage-classification	CodeCode Available	0
Impact of Attention on Adversarial Robustness of Image Classification Models	Sep 2, 2021	Adversarial RobustnessClassification	—Unverified	0

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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