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 4151–4175 of 10420 papers

Title	Date	Tasks	Status	Hype
QSAN: A Near-term Achievable Quantum Self-Attention Network	Jul 14, 2022	Binary Classificationimage-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
Rich Feature Distillation with Feature Affinity Module for Efficient Image Dehazing	Jul 13, 2022	Contrastive Learningimage-classification	—Unverified	0
Is one annotation enough? A data-centric image classification benchmark for noisy and ambiguous label estimation	Jul 13, 2022	image-classificationImage Classification	CodeCode Available	0
Adversarial Robustness Assessment of NeuroEvolution Approaches	Jul 12, 2022	Adversarial Robustnessimage-classification	—Unverified	0
LightViT: Towards Light-Weight Convolution-Free Vision Transformers	Jul 12, 2022	GPUimage-classification	CodeCode Available	1
Next-ViT: Next Generation Vision Transformer for Efficient Deployment in Realistic Industrial Scenarios	Jul 12, 2022	Image Classification	CodeCode Available	2
Regression Metric Loss: Learning a Semantic Representation Space for Medical Images	Jul 12, 2022	image-classificationImage Classification	CodeCode Available	1
UniNet: Unified Architecture Search with Convolution, Transformer, and MLP	Jul 12, 2022	Image ClassificationNeural Architecture Search	CodeCode Available	1
Backdoor Attacks on Crowd Counting	Jul 12, 2022	Backdoor AttackCrowd Counting	CodeCode Available	1
Look-ups are not (yet) all you need for deep learning inference	Jul 12, 2022	Allimage-classification	CodeCode Available	0
Contrastive Deep Supervision	Jul 12, 2022	Contrastive LearningFine-Grained Image Classification	CodeCode Available	1
Image and Model Transformation with Secret Key for Vision Transformer	Jul 12, 2022	image-classificationImage Classification	—Unverified	0
RE-Tagger: A light-weight Real-Estate Image Classifier	Jul 12, 2022	image-classificationImage Classification	—Unverified	0
Wave-ViT: Unifying Wavelet and Transformers for Visual Representation Learning	Jul 11, 2022	Image ClassificationInstance Segmentation	CodeCode Available	2
Adversarial Style Augmentation for Domain Generalized Urban-Scene Segmentation	Jul 11, 2022	Domain Generalizationimage-classification	CodeCode Available	0
Adaptive Fine-Grained Predicates Learning for Scene Graph Generation	Jul 11, 2022	Fine-Grained Image ClassificationGraph Generation	—Unverified	0
PCCT: Progressive Class-Center Triplet Loss for Imbalanced Medical Image Classification	Jul 11, 2022	image-classificationImage Classification	—Unverified	0
Facilitated machine learning for image-based fruit quality assessment	Jul 10, 2022	BIG-bench Machine LearningClassification	CodeCode Available	0
Rethinking Persistent Homology for Visual Recognition	Jul 9, 2022	image-classificationImage Classification	—Unverified	0
SiaTrans: Siamese Transformer Network for RGB-D Salient Object Detection with Depth Image Classification	Jul 9, 2022	image-classificationImage Classification	—Unverified	0
Towards a More Rigorous Science of Blindspot Discovery in Image Classification Models	Jul 8, 2022	Dimensionality Reductionimage-classification	CodeCode Available	1
Combining Deep Learning with Good Old-Fashioned Machine Learning	Jul 8, 2022	BIG-bench Machine LearningDeep Learning	—Unverified	0
On the Subspace Structure of Gradient-Based Meta-Learning	Jul 8, 2022	Few-Shot Learningimage-classification	—Unverified	0
Guiding the retraining of convolutional neural networks against adversarial inputs	Jul 8, 2022	image-classificationImage Classification	—Unverified	0

Show:10 25 50

← PrevPage 167 of 417Next →

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	DaViT-H	Top 1 Accuracy	90.2	—	Unverified
6	Meta Pseudo Labels (EfficientNet-L2)	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	Meta Pseudo Labels (EfficientNet-B6-Wide)	Top 1 Accuracy	90	—	Unverified