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 10111020 of 10420 papers

TitleStatusHype
Text Classification in Memristor-based Spiking Neural NetworksCode1
Visual correspondence-based explanations improve AI robustness and human-AI team accuracyCode1
SSIVD-Net: A Novel Salient Super Image Classification & Detection Technique for Weaponized ViolenceCode1
Few-shot Learning with Class-Covariance Metric for Hyperspectral Image ClassificationCode1
Black-box Few-shot Knowledge DistillationCode1
TransCL: Transformer Makes Strong and Flexible Compressive LearningCode1
Jigsaw-ViT: Learning Jigsaw Puzzles in Vision TransformerCode1
Online Knowledge Distillation via Mutual Contrastive Learning for Visual RecognitionCode1
Tailoring Self-Supervision for Supervised LearningCode1
Latent Discriminant deterministic UncertaintyCode1
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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