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 1691–1700 of 10420 papers

Title	Date	Tasks	Status	Hype
DetCo: Unsupervised Contrastive Learning for Object Detection	Feb 9, 2021	Contrastive Learningimage-classification	CodeCode Available	1
Transfer learning based few-shot classification using optimal transport mapping from preprocessed latent space of backbone neural network	Feb 9, 2021	Few-Shot Image ClassificationFew-Shot Learning	CodeCode Available	1
Open-World Semi-Supervised Learning	Feb 6, 2021	image-classificationImage Classification	CodeCode Available	1
Sill-Net: Feature Augmentation with Separated Illumination Representation	Feb 6, 2021	Few-Shot Image ClassificationImage Classification	CodeCode Available	1
DetectorGuard: Provably Securing Object Detectors against Localized Patch Hiding Attacks	Feb 5, 2021	image-classificationImage Classification	CodeCode Available	1
Mask Guided Attention For Fine-Grained Patchy Image Classification	Feb 4, 2021	ClassificationGeneral Classification	CodeCode Available	1
Do We Actually Need Dense Over-Parameterization? In-Time Over-Parameterization in Sparse Training	Feb 4, 2021	Image ClassificationSparse Learning	CodeCode Available	1
Fixed-point Quantization of Convolutional Neural Networks for Quantized Inference on Embedded Platforms	Feb 3, 2021	image-classificationImage Classification	CodeCode Available	1
Generative Adversarial Minority Oversampling for Spectral-Spatial Hyperspectral Image Classification	Feb 1, 2021	ClassificationGeneral Classification	CodeCode Available	1
PyTorch-Hebbian: facilitating local learning in a deep learning framework	Jan 31, 2021	Deep Learningimage-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