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 1821–1830 of 10420 papers

Title	Date	Tasks	Status	Hype
Attentional Feature Fusion	Sep 29, 2020	Image Classification	CodeCode Available	1
Asymmetric Loss For Multi-Label Classification	Sep 29, 2020	ClassificationGeneral Classification	CodeCode Available	1
Long-Tailed Classification by Keeping the Good and Removing the Bad Momentum Causal Effect	Sep 28, 2020	Causal Inferencecounterfactual	CodeCode Available	1
From Pixel to Patch: Synthesize Context-aware Features for Zero-shot Semantic Segmentation	Sep 25, 2020	image-classificationImage Classification	CodeCode Available	1
HetSeq: Distributed GPU Training on Heterogeneous Infrastructure	Sep 25, 2020	GPUimage-classification	CodeCode Available	1
Adversarial Examples in Deep Learning for Multivariate Time Series Regression	Sep 24, 2020	Adversarial AttackDeep Learning	CodeCode Available	1
Multiscale Context-Aware Ensemble Deep KELM for Efficient Hyperspectral Image Classification	Sep 22, 2020	Computational EfficiencyGeneral Classification	CodeCode Available	1
Stereopagnosia: Fooling Stereo Networks with Adversarial Perturbations	Sep 21, 2020	Adversarial AttackAdversarial Defense	CodeCode Available	1
Multi-Modal Reasoning Graph for Scene-Text Based Fine-Grained Image Classification and Retrieval	Sep 21, 2020	Fine-Grained Image ClassificationGeneral Classification	CodeCode Available	1
Searching for Low-Bit Weights in Quantized Neural Networks	Sep 18, 2020	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