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 1241–1250 of 10420 papers

Title	Date	Tasks	Status	Hype
BottleFit: Learning Compressed Representations in Deep Neural Networks for Effective and Efficient Split Computing	Jan 7, 2022	Data CompressionGPU	CodeCode Available	1
Lawin Transformer: Improving Semantic Segmentation Transformer with Multi-Scale Representations via Large Window Attention	Jan 5, 2022	Decoderimage-classification	CodeCode Available	1
A Conservative Approach for Unbiased Learning on Unknown Biases	Jan 1, 2022	image-classificationImage Classification	CodeCode Available	1
Learnable Lookup Table for Neural Network Quantization	Jan 1, 2022	Computational Efficiencyimage-classification	CodeCode Available	1
Learn From Others and Be Yourself in Heterogeneous Federated Learning	Jan 1, 2022	Continual LearningFederated Learning	CodeCode Available	1
Optimal Representations for Covariate Shift	Dec 31, 2021	Domain GeneralizationImage Classification	CodeCode Available	1
Finding the Task-Optimal Low-Bit Sub-Distribution in Deep Neural Networks	Dec 30, 2021	CPUimage-classification	CodeCode Available	1
A Simple Baseline for Open-Vocabulary Semantic Segmentation with Pre-trained Vision-language Model	Dec 29, 2021	image-classificationImage Classification	CodeCode Available	1
PRIME: A few primitives can boost robustness to common corruptions	Dec 27, 2021	Computational EfficiencyData Augmentation	CodeCode Available	1
Vision Transformer for Small-Size Datasets	Dec 27, 2021	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