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 4141–4150 of 10420 papers

Title	Date	Tasks	Status	Hype
Improving Deep Neural Network Random Initialization Through Neuronal Rewiring	Jul 17, 2022	image-classificationImage Classification	CodeCode Available	0
Generative Adversarial Networks Based on Transformer Encoder and Convolution Block for Hyperspectral Image Classification	Jul 16, 2022	ClassificationClassification Of Hyperspectral Images	—Unverified	0
Progress and limitations of deep networks to recognize objects in unusual poses	Jul 16, 2022	Data Augmentationimage-classification	CodeCode Available	1
Sound Randomized Smoothing in Floating-Point Arithmetics	Jul 14, 2022	image-classificationImage Classification	CodeCode Available	0
QSAN: A Near-term Achievable Quantum Self-Attention Network	Jul 14, 2022	Binary Classificationimage-classification	—Unverified	0
Universal Adaptive Data Augmentation	Jul 14, 2022	Data Augmentationimage-classification	—Unverified	0
Tree Structure-Aware Few-Shot Image Classification via Hierarchical Aggregation	Jul 14, 2022	Few-Shot Image ClassificationFew-Shot Learning	CodeCode Available	1
Learning Discriminative Representation via Metric Learning for Imbalanced Medical Image Classification	Jul 14, 2022	Classificationimage-classification	—Unverified	0
Provably Adversarially Robust Nearest Prototype Classifiers	Jul 14, 2022	image-classificationImage Classification	CodeCode Available	0
Current Trends in Deep Learning for Earth Observation: An Open-source Benchmark Arena for Image Classification	Jul 14, 2022	ClassificationEarth Observation	CodeCode Available	2

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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