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 44614470 of 10420 papers

TitleStatusHype
Backdoor Attack Detection in Computer Vision by Applying Matrix Factorization on the Weights of Deep Networks0
Deep learning and hand-crafted features for virus image classification0
Deep learning and face recognition: the state of the art0
A Method for Restoring the Training Set Distribution in an Image Classifier0
Accurate and Resource-Efficient Lipreading with Efficientnetv2 and Transformers0
Deep Learning Algorithms with Applications to Video Analytics for A Smart City: A Survey0
Deep Learning Algorithms for Early Diagnosis of Acute Lymphoblastic Leukemia0
Deep Kernel Learning via Random Fourier Features0
BA^2M: A Batch Aware Attention Module for Image Classification0
iFlood: A Stable and Effective Regularizer0
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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
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