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 24012410 of 10420 papers

TitleStatusHype
Distilling Knowledge into Quantum Vision Transformers for Biomedical Image Classification0
Combining Spiking Neural Network and Artificial Neural Network for Enhanced Image Classification0
Combining Similarity and Adversarial Learning to Generate Visual Explanation: Application to Medical Image Classification0
Are Sample-Efficient NLP Models More Robust?0
Combining Recurrent, Convolutional, and Continuous-time Models with Linear State Space Layers0
Combining Recurrent, Convolutional, and Continuous-time Models with Linear State-Space Layers0
Are pre-trained CNNs good feature extractors for anomaly detection in surveillance videos?0
A Bandit Approach with Evolutionary Operators for Model Selection0
Combining pretrained CNN feature extractors to enhance clustering of complex natural images0
Combining multiscale features for classification of hyperspectral images: a sequence based kernel approach0
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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
10RevCol-HTop 1 Accuracy90Unverified