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 1471–1480 of 10420 papers

Title	Date	Tasks	Status	Hype	Score
The MAMe Dataset: On the relevance of High Resolution and Variable Shape image properties	Jul 27, 2020	ClassificationGeneral Classification	CodeCode Available	1	5
Learning with Noisy Labels by Efficient Transition Matrix Estimation to Combat Label Miscorrection	Nov 29, 2021	Image ClassificationLearning with noisy labels	CodeCode Available	1	5
Object Segmentation Without Labels with Large-Scale Generative Models	Jun 8, 2020	image-classificationImage Classification	CodeCode Available	1	5
Deep-Learning-Based Aerial Image Classification for Emergency Response Applications Using Unmanned Aerial Vehicles	Jun 20, 2019	Aerial Scene ClassificationGeneral Classification	CodeCode Available	1	5
Big Self-Supervised Models Advance Medical Image Classification	Jan 13, 2021	ClassificationContrastive Learning	CodeCode Available	1	5
Deep Learning Based Brain Tumor Segmentation: A Survey	Jul 18, 2020	Brain Tumor SegmentationDeep Learning	CodeCode Available	1	5
Bilinear MLPs enable weight-based mechanistic interpretability	Oct 10, 2024	image-classificationImage Classification	CodeCode Available	1	5
Less is More: Lighter and Faster Deep Neural Architecture for Tomato Leaf Disease Classification	Sep 6, 2021	image-classificationImage Classification	CodeCode Available	1	5
Discovering and Mitigating Visual Biases through Keyword Explanation	Jan 26, 2023	Image ClassificationImage Generation	CodeCode Available	1	5
Exploiting Label Skews in Federated Learning with Model Concatenation	Dec 11, 2023	Federated Learningimage-classification	CodeCode Available	1	5

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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