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 32413250 of 10420 papers

TitleStatusHype
Demystifying What Code Summarization Models Learned0
Fine-Grained ImageNet Classification in the WildCode0
Self-supervised Learning for Gastrointestinal Pathologies Endoscopy Image Classification with Triplet Loss0
Structure Pretraining and Prompt Tuning for Knowledge Graph TransferCode1
Pyramid Pixel Context Adaption Network for Medical Image Classification with Supervised Contrastive Learning0
Diagnosing Model Performance Under Distribution ShiftCode0
EcoTTA: Memory-Efficient Continual Test-time Adaptation via Self-distilled RegularizationCode1
Evaluation of Confidence-based Ensembling in Deep Learning Image Classification0
Data-Efficient Training of CNNs and Transformers with Coresets: A Stability PerspectiveCode0
Spatio-Temporal Structure Consistency for Semi-supervised Medical 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
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
10Meta Pseudo Labels (EfficientNet-B6-Wide)Top 1 Accuracy90Unverified