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 901–910 of 10420 papers

Title	Date	Tasks	Status	Hype	Score
Adversarial Continual Learning	Mar 21, 2020	Continual Learningimage-classification	CodeCode Available	1	5
Complementary-Label Learning for Arbitrary Losses and Models	Oct 10, 2018	General ClassificationImage Classification	CodeCode Available	1	5
A Panda? No, It's a Sloth: Slowdown Attacks on Adaptive Multi-Exit Neural Network Inference	Oct 6, 2020	image-classificationImage Classification	CodeCode Available	1	5
Compounding the Performance Improvements of Assembled Techniques in a Convolutional Neural Network	Jan 17, 2020	Fine-Grained Image ClassificationFine-Grained Visual Recognition	CodeCode Available	1	5
From Association to Generation: Text-only Captioning by Unsupervised Cross-modal Mapping	Apr 26, 2023	DecoderImage Captioning	CodeCode Available	1	5
A Partially Reversible U-Net for Memory-Efficient Volumetric Image Segmentation	Jun 14, 2019	image-classificationImage Classification	CodeCode Available	1	5
Detecting AutoAttack Perturbations in the Frequency Domain	Nov 16, 2021	image-classificationImage Classification	CodeCode Available	1	5
From Pixel to Patch: Synthesize Context-aware Features for Zero-shot Semantic Segmentation	Sep 25, 2020	image-classificationImage Classification	CodeCode Available	1	5
Densely Connected Convolutional Networks	Aug 25, 2016	Breast Tumour ClassificationClassification	CodeCode Available	1	5
Automatically designing CNN architectures using genetic algorithm for image classification	Aug 11, 2018	ClassificationGeneral 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