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 961–970 of 10420 papers

Title	Date	Tasks	Status	Hype
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
Grid Saliency for Context Explanations of Semantic Segmentation	Jul 30, 2019	image-classificationImage Classification	CodeCode Available	1
A Contrastive Distillation Approach for Incremental Semantic Segmentation in Aerial Images	Dec 7, 2021	image-classificationImage Classification	CodeCode Available	1
Grounded Situation Recognition with Transformers	Nov 19, 2021	DecoderGrounded Situation Recognition	CodeCode Available	1
Anytime Dense Prediction with Confidence Adaptivity	Apr 1, 2021	image-classificationImage Classification	CodeCode Available	1
Contextual Squeeze-and-Excitation for Efficient Few-Shot Image Classification	Jun 20, 2022	Few-Shot Image ClassificationFew-Shot Learning	CodeCode Available	1
Arch-Net: Model Distillation for Architecture Agnostic Model Deployment	Nov 1, 2021	image-classificationImage Classification	CodeCode Available	1
Hamiltonian Deep Neural Networks Guaranteeing Non-vanishing Gradients by Design	May 27, 2021	image-classificationImage Classification	CodeCode Available	1
HarDNet-MSEG: A Simple Encoder-Decoder Polyp Segmentation Neural Network that Achieves over 0.9 Mean Dice and 86 FPS	Jan 18, 2021	DecoderGPU	CodeCode Available	1
Combining GANs and AutoEncoders for Efficient Anomaly Detection	Nov 16, 2020	Adversarial AttackAnomaly Detection	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