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 25712580 of 10420 papers

TitleStatusHype
FPGA Resource-aware Structured Pruning for Real-Time Neural Networks0
Spatial Gated Multi-Layer Perceptron for Land Use and Land Cover MappingCode1
Which Tokens to Use? Investigating Token Reduction in Vision TransformersCode1
Multiscale patch-based feature graphs for image classificationCode0
Few-shot medical image classification with simple shape and texture text descriptors using vision-language models0
ScatterUQ: Interactive Uncertainty Visualizations for Multiclass Deep Learning ProblemsCode0
CheXFusion: Effective Fusion of Multi-View Features using Transformers for Long-Tailed Chest X-Ray ClassificationCode1
Improving Medical Image Classification in Noisy Labels Using Only Self-supervised PretrainingCode1
Improved Activation Clipping for Universal Backdoor Mitigation and Test-Time DetectionCode0
Improving Performance of Semi-Supervised Learning by Adversarial Attacks0
Show:102550
← PrevPage 258 of 1042Next →

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
5DaViT-HTop 1 Accuracy90.2Unverified
6Meta Pseudo Labels (EfficientNet-L2)Top 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