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
NeSyFOLD: Neurosymbolic Framework for Interpretable Image ClassificationCode0
SeaFormer++: Squeeze-enhanced Axial Transformer for Mobile Visual RecognitionCode2
Language-Driven Anchors for Zero-Shot Adversarial RobustnessCode0
The Influences of Color and Shape Features in Visual Contrastive Learning0
PhaVIP: Phage VIrion Protein classification based on chaos game representation and Vision TransformerCode1
MetaNO: How to Transfer Your Knowledge on Learning Hidden Physics0
Supervision Complexity and its Role in Knowledge Distillation0
Anticipate, Ensemble and Prune: Improving Convolutional Neural Networks via Aggregated Early Exits0
CellMix: A General Instance Relationship based Method for Data Augmentation Towards Pathology Image ClassificationCode1
PECAN: A Deterministic Certified Defense Against Backdoor Attacks0
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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