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 3571–3580 of 10420 papers

Title	Date	Tasks	Status	Hype
Causal Inference via Style Transfer for Out-of-distribution Generalisation	Dec 6, 2022	Causal InferenceImage Classification	CodeCode Available	1
Attend Who is Weak: Pruning-assisted Medical Image Localization under Sophisticated and Implicit Imbalances	Dec 6, 2022	image-classificationImage Classification	—Unverified	0
IncepFormer: Efficient Inception Transformer with Pyramid Pooling for Semantic Segmentation	Dec 6, 2022	Image ClassificationSemantic Segmentation	CodeCode Available	1
Location-Aware Self-Supervised Transformers for Semantic Segmentation	Dec 5, 2022	Contrastive Learningimage-classification	—Unverified	0
I2MVFormer: Large Language Model Generated Multi-View Document Supervision for Zero-Shot Image Classification	Dec 5, 2022	Classificationimage-classification	—Unverified	0
Quantum Federated Learning with Entanglement Controlled Circuits and Superposition Coding	Dec 4, 2022	Federated Learningimage-classification	—Unverified	0
Improving Zero-shot Generalization and Robustness of Multi-modal Models	Dec 4, 2022	image-classificationImage Classification	CodeCode Available	1
Kernel Inversed Pyramidal Resizing Network for Efficient Pavement Distress Recognition	Dec 4, 2022	image-classificationImage Classification	—Unverified	0
ConfounderGAN: Protecting Image Data Privacy with Causal Confounder	Dec 4, 2022	Generative Adversarial Networkimage-classification	—Unverified	0
Beyond ADMM: A Unified Client-variance-reduced Adaptive Federated Learning Framework	Dec 3, 2022	Federated Learningimage-classification	—Unverified	0

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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	Meta Pseudo Labels (EfficientNet-B6-Wide)	Top 1 Accuracy	90	—	Unverified