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 2531–2540 of 10420 papers

Title	Date	Tasks	Status
Open-Set Plankton Recognition	Mar 14, 2025	image-classificationImage Classification	—Unverified
PARIC: Probabilistic Attention Regularization for Language Guided Image Classification from Pre-trained Vison Language Models	Mar 14, 2025	image-classificationImage Classification	—Unverified
DCAT: Dual Cross-Attention Fusion for Disease Classification in Radiological Images with Uncertainty Estimation	Mar 14, 2025	Diagnosticimage-classification	—Unverified
Multiplicative Learning	Mar 13, 2025	image-classificationImage Classification	—Unverified
(, δ) Considered Harmful: Best Practices for Reporting Differential Privacy Guarantees	Mar 13, 2025	image-classificationImage Classification	CodeCode Available
Extreme Learning Machines for Attention-based Multiple Instance Learning in Whole-Slide Image Classification	Mar 13, 2025	image-classificationImage Classification	—Unverified
Learning Interpretable Logic Rules from Deep Vision Models	Mar 13, 2025	image-classificationImage Classification	—Unverified
A Multi-Modal Federated Learning Framework for Remote Sensing Image Classification	Mar 13, 2025	Federated Learningimage-classification	—Unverified
Do We Always Need the Simplicity Bias? Looking for Optimal Inductive Biases in the Wild	Mar 13, 2025	image-classificationImage Classification	—Unverified
Leveraging Vision-Language Embeddings for Zero-Shot Learning in Histopathology Images	Mar 13, 2025	Diagnosticimage-classification	—Unverified

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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	DaViT-H	Top 1 Accuracy	90.2	—	Unverified
6	Meta Pseudo Labels (EfficientNet-L2)	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