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 8926–8950 of 10420 papers

Title	Date	Tasks	Status	Hype
FBNet: Hardware-Aware Efficient ConvNet Design via Differentiable Neural Architecture Search	Dec 9, 2018	GPUImage Classification	CodeCode Available	1
Detecting Adversarial Examples in Convolutional Neural Networks	Dec 8, 2018	image-classificationImage Classification	—Unverified	0
Variational Saccading: Efficient Inference for Large Resolution Images	Dec 8, 2018	General Classificationimage-classification	CodeCode Available	0
Adversarial Defense of Image Classification Using a Variational Auto-Encoder	Dec 7, 2018	Adversarial DefenseGeneral Classification	CodeCode Available	0
Optimizing speed/accuracy trade-off for person re-identification via knowledge distillation	Dec 7, 2018	Deep LearningGeneral Classification	—Unverified	0
Pseudo-Rehearsal: Achieving Deep Reinforcement Learning without Catastrophic Forgetting	Dec 6, 2018	Atari GamesContinual Learning	CodeCode Available	0
Fooling Network Interpretation in Image Classification	Dec 6, 2018	Adversarial AttackClassification	—Unverified	0
Blockchain Enabled Trustless API Marketplace	Dec 5, 2018	image-classificationImage Classification	—Unverified	0
Few-shot Object Detection via Feature Reweighting	Dec 5, 2018	Few-Shot LearningFew-Shot Object Detection	CodeCode Available	1
Teacher-Student Compression with Generative Adversarial Networks	Dec 5, 2018	CPUDiversity	CodeCode Available	0
Auto-tuning TensorFlow Threading Model for CPU Backend	Dec 4, 2018	BenchmarkingCPU	—Unverified	0
Energy Efficient Hardware for On-Device CNN Inference via Transfer Learning	Dec 4, 2018	image-classificationImage Classification	—Unverified	0
Bag of Tricks for Image Classification with Convolutional Neural Networks	Dec 4, 2018	Domain GeneralizationGeneral Classification	CodeCode Available	1
Ladder Networks for Semi-Supervised Hyperspectral Image Classification	Dec 4, 2018	ClassificationGeneral Classification	—Unverified	0
Prototype-based Neural Network Layers: Incorporating Vector Quantization	Dec 4, 2018	General Classificationimage-classification	—Unverified	0
Efficient Attention: Attention with Linear Complexities	Dec 4, 2018	Depth EstimationExtractive Text Summarization	CodeCode Available	1
Parameter Re-Initialization through Cyclical Batch Size Schedules	Dec 4, 2018	General Classificationimage-classification	—Unverified	0
Singing Voice Separation Using a Deep Convolutional Neural Network Trained by Ideal Binary Mask and Cross Entropy	Dec 4, 2018	Data AugmentationGeneral Classification	CodeCode Available	0
Deep Learning for Classical Japanese Literature	Dec 3, 2018	BIG-bench Machine LearningDeep Learning	CodeCode Available	0
Protection Against Reconstruction and Its Applications in Private Federated Learning	Dec 3, 2018	Federated Learningimage-classification	—Unverified	0
Deep Hierarchical Machine: a Flexible Divide-and-Conquer Architecture	Dec 3, 2018	Face AlignmentGeneral Classification	—Unverified	0
Knowledge Distillation with Feature Maps for Image Classification	Dec 3, 2018	ClassificationGeneral Classification	—Unverified	0
Identification and Recognition of Rice Diseases and Pests Using Convolutional Neural Networks	Dec 3, 2018	General Classificationimage-classification	—Unverified	0
Adversarial Domain Randomization	Dec 3, 2018	Domain Adaptationimage-classification	—Unverified	0
Universal Perturbation Attack Against Image Retrieval	Dec 3, 2018	image-classificationImage Classification	—Unverified	0

Show:10 25 50

← PrevPage 358 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