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 1776–1800 of 10419 papers

Title	Date	Tasks	Status	Hype
Class Distance Weighted Cross-Entropy Loss for Ulcerative Colitis Severity Estimation	Feb 9, 2022	Image Classificationregression	CodeCode Available	1
An Overview of Deep Learning Architectures in Few-Shot Learning Domain	Aug 12, 2020	Deep LearningFew-Shot Learning	CodeCode Available	1
Designing Network Design Spaces	Mar 30, 2020	Image ClassificationOut-of-Distribution Generalization	CodeCode Available	1
A Stitch in Time Saves Nine: A Train-Time Regularizing Loss for Improved Neural Network Calibration	Mar 25, 2022	image-classificationImage Classification	CodeCode Available	1
PSAQ-ViT V2: Towards Accurate and General Data-Free Quantization for Vision Transformers	Sep 13, 2022	Data Free Quantizationimage-classification	CodeCode Available	1
Pseudo-Prompt Generating in Pre-trained Vision-Language Models for Multi-Label Medical Image Classification	May 10, 2024	Decoderimage-classification	CodeCode Available	1
PseudoSeg: Designing Pseudo Labels for Semantic Segmentation	Oct 19, 2020	Data Augmentationimage-classification	CodeCode Available	1
CorGAN: Correlation-Capturing Convolutional Generative Adversarial Networks for Generating Synthetic Healthcare Records	Jan 25, 2020	Disease PredictionGeneral Classification	CodeCode Available	1
Meta-Weight-Net: Learning an Explicit Mapping For Sample Weighting	Feb 20, 2019	Image ClassificationMeta-Learning	CodeCode Available	1
PVT v2: Improved Baselines with Pyramid Vision Transformer	Jun 25, 2021	Image ClassificationObject Detection	CodeCode Available	1
Pychop: Emulating Low-Precision Arithmetic in Numerical Methods and Neural Networks	Apr 10, 2025	image-classificationImage Classification	CodeCode Available	1
Pyramid Scene Parsing Network	Dec 4, 2016	Dichotomous Image SegmentationImage Classification	CodeCode Available	1
Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction without Convolutions	Feb 24, 2021	image-classificationImage Classification	CodeCode Available	1
Age Estimation Using Expectation of Label Distribution Learning	Jul 13, 2018	Age EstimationFace Recognition	CodeCode Available	1
QPM: Discrete Optimization for Globally Interpretable Image Classification	Feb 27, 2025	Classificationimage-classification	CodeCode Available	1
Deep Polynomial Neural Networks	Jun 20, 2020	Conditional Image GenerationFace Identification	CodeCode Available	1
Co-teaching: Robust Training of Deep Neural Networks with Extremely Noisy Labels	Apr 18, 2018	Image ClassificationLearning with noisy labels	CodeCode Available	1
DeepNoise: Signal and Noise Disentanglement based on Classifying Fluorescent Microscopy Images via Deep Learning	Sep 13, 2022	DisentanglementDrug Discovery	CodeCode Available	1
LR-Net: A Block-based Convolutional Neural Network for Low-Resolution Image Classification	Jul 19, 2022	Classificationimage-classification	CodeCode Available	1
Adversarial AutoMixup	Dec 19, 2023	Classificationimage-classification	CodeCode Available	1
RankDNN: Learning to Rank for Few-shot Learning	Nov 28, 2022	Few-Shot Learningimage-classification	CodeCode Available	1
RapidNet: Multi-Level Dilated Convolution Based Mobile Backbone	Dec 14, 2024	image-classificationImage Classification	CodeCode Available	1
Rate Coding or Direct Coding: Which One is Better for Accurate, Robust, and Energy-efficient Spiking Neural Networks?	Jan 31, 2022	Adversarial AttackAdversarial Robustness	CodeCode Available	1
Real-Fake: Effective Training Data Synthesis Through Distribution Matching	Oct 16, 2023	image-classificationImage Classification	CodeCode Available	1
Deep Prototypical Networks with Hybrid Residual Attention for Hyperspectral Image Classification	Jun 25, 2020	ClassificationGeneral 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