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 35713580 of 10420 papers

TitleStatusHype
Enhanced Meta Label Correction for Coping with Label CorruptionCode0
Prior-Free Continual Learning with Unlabeled Data in the WildCode0
DeepConsensus: using the consensus of features from multiple layers to attain robust image classificationCode0
Image Classification with Hierarchical Multigraph NetworksCode0
Deep Competitive Pathway NetworksCode0
Deep Combinatorial AggregationCode0
Classification Metrics for Image Explanations: Towards Building Reliable XAI-EvaluationsCode0
Enhancing Adaptive Deep Networks for Image Classification via Uncertainty-aware Decision FusionCode0
AntidoteRT: Run-time Detection and Correction of Poison Attacks on Neural NetworksCode0
Image Classification with Classic and Deep Learning TechniquesCode0
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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