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 301–310 of 10419 papers

Title	Date	Tasks	Status	Hype
Falcon: A Remote Sensing Vision-Language Foundation Model	Mar 14, 2025	Image Captioningimage-classification	CodeCode Available	3
Open-Set Plankton Recognition	Mar 14, 2025	image-classificationImage Classification	—Unverified	0
Leveraging Vision-Language Embeddings for Zero-Shot Learning in Histopathology Images	Mar 13, 2025	Diagnosticimage-classification	—Unverified	0
A Multi-Modal Federated Learning Framework for Remote Sensing Image Classification	Mar 13, 2025	Federated Learningimage-classification	—Unverified	0
(, δ) Considered Harmful: Best Practices for Reporting Differential Privacy Guarantees	Mar 13, 2025	image-classificationImage Classification	CodeCode Available	0
Interpretable Image Classification via Non-parametric Part Prototype Learning	Mar 13, 2025	image-classificationImage Classification	CodeCode Available	1
Multiplicative Learning	Mar 13, 2025	image-classificationImage Classification	—Unverified	0
Do We Always Need the Simplicity Bias? Looking for Optimal Inductive Biases in the Wild	Mar 13, 2025	image-classificationImage Classification	—Unverified	0
Learning Interpretable Logic Rules from Deep Vision Models	Mar 13, 2025	image-classificationImage Classification	—Unverified	0
Extreme Learning Machines for Attention-based Multiple Instance Learning in Whole-Slide Image Classification	Mar 13, 2025	image-classificationImage Classification	—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