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 1426–1450 of 10420 papers

Title	Date	Tasks	Status	Hype
CycleMLP: A MLP-like Architecture for Dense Prediction	Jul 21, 2021	Image ClassificationInstance Segmentation	CodeCode Available	1
Parametric Scattering Networks	Jul 20, 2021	Image ClassificationSmall Data Image Classification	CodeCode Available	1
Self-Supervised Aggregation of Diverse Experts for Test-Agnostic Long-Tailed Recognition	Jul 20, 2021	Image ClassificationLong-tail Learning	CodeCode Available	1
Just Train Twice: Improving Group Robustness without Training Group Information	Jul 19, 2021	image-classificationImage Classification	CodeCode Available	1
OODformer: Out-Of-Distribution Detection Transformer	Jul 19, 2021	Contrastive Learningimage-classification	CodeCode Available	1
Non-binary deep transfer learning for image classification	Jul 19, 2021	ClassificationFine-Grained Image Classification	CodeCode Available	1
Rectifying the Shortcut Learning of Background for Few-Shot Learning	Jul 16, 2021	Few-Shot Image ClassificationFew-Shot Learning	CodeCode Available	1
Shifts: A Dataset of Real Distributional Shift Across Multiple Large-Scale Tasks	Jul 15, 2021	image-classificationImage Classification	CodeCode Available	1
A Fuzzy Rank-based Ensemble of CNN Models for Classification of Cervical Cytology	Jul 15, 2021	image-classificationImage Classification	CodeCode Available	1
Training Compact CNNs for Image Classification using Dynamic-coded Filter Fusion	Jul 14, 2021	image-classificationImage Classification	CodeCode Available	1
Visual Parser: Representing Part-whole Hierarchies with Transformers	Jul 13, 2021	DecoderImage Classification	CodeCode Available	1
Automated Learning Rate Scheduler for Large-batch Training	Jul 13, 2021	image-classificationImage Classification	CodeCode Available	1
Semi-Supervised Learning with Multi-Head Co-Training	Jul 10, 2021	Data AugmentationDiversity	CodeCode Available	1
GLiT: Neural Architecture Search for Global and Local Image Transformer	Jul 7, 2021	image-classificationImage Classification	CodeCode Available	1
SpectralFormer: Rethinking Hyperspectral Image Classification with Transformers	Jul 7, 2021	ClassificationHyperspectral Image Classification	CodeCode Available	1
Categorical Relation-Preserving Contrastive Knowledge Distillation for Medical Image Classification	Jul 7, 2021	Classificationimage-classification	CodeCode Available	1
Vision Xformers: Efficient Attention for Image Classification	Jul 5, 2021	ClassificationGPU	CodeCode Available	1
Learning Debiased Representation via Disentangled Feature Augmentation	Jul 3, 2021	Data Augmentationimage-classification	CodeCode Available	1
Hybrid Supervision Learning for Pathology Whole Slide Image Classification	Jul 2, 2021	Classificationimage-classification	CodeCode Available	1
On Bridging Generic and Personalized Federated Learning for Image Classification	Jul 2, 2021	ClassificationFederated Learning	CodeCode Available	1
CSWin Transformer: A General Vision Transformer Backbone with Cross-Shaped Windows	Jul 1, 2021	Image ClassificationSemantic Segmentation	CodeCode Available	1
SIMILAR: Submodular Information Measures Based Active Learning In Realistic Scenarios	Jul 1, 2021	Active Learningimage-classification	CodeCode Available	1
Global Filter Networks for Image Classification	Jul 1, 2021	ClassificationDomain Generalization	CodeCode Available	1
Focal Self-attention for Local-Global Interactions in Vision Transformers	Jul 1, 2021	image-classificationImage Classification	CodeCode Available	1
Understanding and Improving Early Stopping for Learning with Noisy Labels	Jun 30, 2021	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