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 371380 of 10419 papers

TitleStatusHype
Dual Classification Head Self-training Network for Cross-scene Hyperspectral Image Classification0
MedKAN: An Advanced Kolmogorov-Arnold Network for Medical Image Classification0
A Fusion Model for Art Style and Author Recognition Based on Convolutional Neural Networks and Transformers0
Can Score-Based Generative Modeling Effectively Handle Medical Image Classification?Code0
Neural Attention: A Novel Mechanism for Enhanced Expressive Power in Transformer Models0
A Transformer-in-Transformer Network Utilizing Knowledge Distillation for Image Recognition0
A Priori Generalizability Estimate for a CNN0
Make LoRA Great Again: Boosting LoRA with Adaptive Singular Values and Mixture-of-Experts Optimization AlignmentCode2
Disentangling Visual Transformers: Patch-level Interpretability for Image Classification0
AUKT: Adaptive Uncertainty-Guided Knowledge Transfer with Conformal Prediction0
Show:102550
← PrevPage 38 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
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