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 23812390 of 10420 papers

TitleStatusHype
The Best Defense Is a Good Offense: Adversarial Attacks to Avoid Modulation Detection0
Communication Efficient SGD via Gradient Sampling With Bayes Prior0
A Review of Artificial Intelligence Technologies for Early Prediction of Alzheimer's Disease0
Disentangling CLIP for Multi-Object Perception0
Communication-Efficient Federated Distillation0
A review: Deep learning for medical image segmentation using multi-modality fusion0
Communication-Efficient Edge AI: Algorithms and Systems0
High-performance deep spiking neural networks with 0.3 spikes per neuron0
AdvJND: Generating Adversarial Examples with Just Noticeable Difference0
Disrupting Model Training with Adversarial Shortcuts0
Show:102550
← PrevPage 239 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