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 33713380 of 10420 papers

TitleStatusHype
EEG-NeXt: A Modernized ConvNet for The Classification of Cognitive Activity from EEG0
EffCNet: An Efficient CondenseNet for Image Classification on NXP BlueBox0
Effective and Robust Detection of Adversarial Examples via Benford-Fourier Coefficients0
FAST OBJECT LOCALIZATION VIA SENSITIVITY ANALYSIS0
DiffCLIP: Leveraging Stable Diffusion for Language Grounded 3D Classification0
Effective Dimension Aware Fractional-Order Stochastic Gradient Descent for Convex Optimization Problems0
Effective Evaluation of Deep Active Learning on Image Classification Tasks0
Effective, Fast, and Memory-Efficient Compressed Multi-function Convolutional Neural Networks for More Accurate Medical Image Classification0
Effective Features of Remote Sensing Image Classification Using Interactive Adaptive Thresholding Method0
Bin-wise Temperature Scaling (BTS): Improvement in Confidence Calibration Performance through Simple Scaling Techniques0
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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