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 43514360 of 10420 papers

TitleStatusHype
Deep Metric Learning and Image Classification with Nearest Neighbour Gaussian Kernels0
Banana Sub-Family Classification and Quality Prediction using Computer Vision0
HyperCam: Low-Power Onboard Computer Vision for IoT Cameras0
Balancing the Causal Effects in Class-Incremental Learning0
DeepMAD: Mathematical Architecture Design for Deep Convolutional Neural Network0
Hybrid Quantum Vision Transformers for Event Classification in High Energy Physics0
Sparsely-gated Mixture-of-Expert Layers for CNN Interpretability0
Deeply Supervised Layer Selective Attention Network: Towards Label-Efficient Learning for Medical Image Classification0
A Multi-class Approach -- Building a Visual Classifier based on Textual Descriptions using Zero-Shot Learning0
HydraMix: Multi-Image Feature Mixing for Small Data 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