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 34413450 of 10420 papers

TitleStatusHype
TinyMIM: An Empirical Study of Distilling MIM Pre-trained ModelsCode1
Explainability and Robustness of Deep Visual Classification Models0
A New Perspective to Boost Vision Transformer for Medical Image Classification0
Acne Severity Grading on Face Images via Extraction and Guidance of Prior KnowledgeCode0
Knockoffs-SPR: Clean Sample Selection in Learning with Noisy LabelsCode1
Accelerate adversarial training with loss guided propagation for robust image classificationCode0
Scene-Aware Label Graph Learning for Multi-Label Image Classification0
LexLIP: Lexicon-Bottlenecked Language-Image Pre-Training for Large-Scale Image-Text Sparse RetrievalCode1
Class-Aware Patch Embedding Adaptation for Few-Shot Image ClassificationCode1
Growing a Brain with Sparsity-Inducing Generation for Continual LearningCode0
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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