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 751–775 of 10419 papers

Title	Date	Tasks	Status	Hype	Score
A Closer Look at Self-Supervised Lightweight Vision Transformers	May 28, 2022	Contrastive Learningimage-classification	CodeCode Available	1	5
BionoiNet: ligand-binding site classification with off-the-shelf deep neural network	Feb 13, 2020	Deep Learningimage-classification	CodeCode Available	1	5
Addressing Failure Detection by Learning Model Confidence	Dec 1, 2019	image-classificationImage Classification	CodeCode Available	1	5
High-parallelism Inception-like Spiking Neural Networks for Unsupervised Feature Learning	Dec 2, 2019	General ClassificationImage Classification	CodeCode Available	1	5
Addressing Failure Prediction by Learning Model Confidence	Oct 1, 2019	image-classificationImage Classification	CodeCode Available	1	5
Dual-stream Multiple Instance Learning Network for Whole Slide Image Classification with Self-supervised Contrastive Learning	Nov 17, 2020	ClassificationContrastive Learning	CodeCode Available	1	5
Understanding the Role of the Projector in Knowledge Distillation	Mar 20, 2023	image-classificationImage Classification	CodeCode Available	1	5
DVERGE: Diversifying Vulnerabilities for Enhanced Robust Generation of Ensembles	Sep 30, 2020	Diversityimage-classification	CodeCode Available	1	5
An Efficient Spiking Neural Network for Recognizing Gestures with a DVS Camera on the Loihi Neuromorphic Processor	May 16, 2020	Gesture Recognitionimage-classification	CodeCode Available	1	5
Grafting Transformer on Automatically Designed Convolutional Neural Network for Hyperspectral Image Classification	Oct 21, 2021	ClassificationHyperspectral Image Classification	CodeCode Available	1	5
Black-box Few-shot Knowledge Distillation	Jul 25, 2022	image-classificationImage Classification	CodeCode Available	1	5
Denoised Smoothing: A Provable Defense for Pretrained Classifiers	Mar 4, 2020	General Classificationimage-classification	CodeCode Available	1	5
Blacklight: Scalable Defense for Neural Networks against Query-Based Black-Box Attacks	Jun 24, 2020	image-classificationImage Classification	CodeCode Available	1	5
Dynamic MLP for Fine-Grained Image Classification by Leveraging Geographical and Temporal Information	Mar 7, 2022	Fine-Grained Image Classificationimage-classification	CodeCode Available	1	5
An Empirical Investigation of Representation Learning for Imitation	May 16, 2022	image-classificationImage Classification	CodeCode Available	1	5
An Empirical Investigation of the Role of Pre-training in Lifelong Learning	Dec 16, 2021	Continual Learningimage-classification	CodeCode Available	1	5
Almost-Orthogonal Layers for Efficient General-Purpose Lipschitz Networks	Aug 5, 2022	image-classificationImage Classification	CodeCode Available	1	5
Augmentation Strategies for Learning with Noisy Labels	Mar 3, 2021	Image ClassificationLearning with noisy labels	CodeCode Available	1	5
A deep active learning system for species identification and counting in camera trap images	Oct 22, 2019	Active LearningDecision Making	CodeCode Available	1	5
Bounding Boxes Are All We Need: Street View Image Classification via Context Encoding of Detected Buildings	Oct 3, 2020	AllGeneral Classification	CodeCode Available	1	5
Boosting the Adversarial Transferability of Surrogate Models with Dark Knowledge	Jun 16, 2022	Adversarial AttackFace Verification	CodeCode Available	1	5
Deep Fast Vision: Accelerated Deep Transfer Learning Vision Prototyping and Beyond	Apr 26, 2023	AutoMLImage Classification	CodeCode Available	1	5
All you need is a good init	Nov 19, 2015	AllImage Classification	CodeCode Available	1	5
Boosting Multi-Label Image Classification with Complementary Parallel Self-Distillation	May 23, 2022	image-classificationImage Classification	CodeCode Available	1	5
Deep convolutional tensor network	May 29, 2020	image-classificationImage Classification	CodeCode Available	1	5

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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