SOTAVerified

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

Showing 25012510 of 10420 papers

TitleStatusHype
A Novel Multi-scale Attention Feature Extraction Block for Aerial Remote Sensing Image Classification0
Semi-Supervised Learning in the Few-Shot Zero-Shot Scenario0
Label Denoising through Cross-Model Agreement0
Pruning the Unlabeled Data to Improve Semi-Supervised Learning0
A Dual-Direction Attention Mixed Feature Network for Facial Expression RecognitionCode1
PCNN: Probable-Class Nearest-Neighbor Explanations Improve Fine-Grained Image Classification Accuracy for AIs and HumansCode0
REFT: Resource-Efficient Federated Training Framework for Heterogeneous and Resource-Constrained Environments0
GRASP: A Rehearsal Policy for Efficient Online Continual Learning0
Efficient Annotation for Medical Image Analysis: A One-Pass Selective Annotation Approach0
Dual-Activated Lightweight Attention ResNet50 for Automatic Histopathology Breast Cancer Image Classification0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CoCa (finetuned)Top 1 Accuracy91Unverified
2Model soups (BASIC-L)Top 1 Accuracy90.98Unverified
3Model soups (ViT-G/14)Top 1 Accuracy90.94Unverified
4DaViT-GTop 1 Accuracy90.4Unverified
5Meta Pseudo Labels (EfficientNet-L2)Top 1 Accuracy90.2Unverified
6DaViT-HTop 1 Accuracy90.2Unverified
7SwinV2-GTop 1 Accuracy90.17Unverified
8MAWS (ViT-6.5B)Top 1 Accuracy90.1Unverified
9Florence-CoSwin-HTop 1 Accuracy90.05Unverified
10Meta Pseudo Labels (EfficientNet-B6-Wide)Top 1 Accuracy90Unverified