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 26012610 of 10420 papers

TitleStatusHype
Data-Centric Diet: Effective Multi-center Dataset Pruning for Medical Image Segmentation0
PerceptionCLIP: Visual Classification by Inferring and Conditioning on ContextsCode1
Gradient Scaling on Deep Spiking Neural Networks with Spike-Dependent Local Information0
Fine-Grained Sports, Yoga, and Dance Postures Recognition: A Benchmark Analysis0
ViT2EEG: Leveraging Hybrid Pretrained Vision Transformers for EEG DataCode1
Addressing Uncertainty in Imbalanced Histopathology Image Classification of HER2 Breast Cancer: An interpretable Ensemble Approach with Threshold Filtered Single Instance Evaluation (SIE)0
Beyond One-Hot-Encoding: Injecting Semantics to Drive Image ClassifiersCode0
DINO-CXR: A self supervised method based on vision transformer for chest X-ray classification0
NormKD: Normalized Logits for Knowledge DistillationCode1
Automated COVID-19 CT Image Classification using Multi-head Channel Attention in Deep CNN0
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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
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