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 941950 of 10420 papers

TitleStatusHype
Diffusion Visual Counterfactual ExplanationsCode1
Boosting vision transformers for image retrievalCode1
Unsupervised Few-Shot Image Classification by Learning Features into Clustering SpaceCode1
TTTFlow: Unsupervised Test-Time Training with Normalizing FlowCode1
Standardized Medical Image Classification across Medical DisciplinesCode1
DGSSC: A Deep Generative Spectral-Spatial Classifier for Imbalanced Hyperspectral ImageryCode1
Pareto Manifold Learning: Tackling multiple tasks via ensembles of single-task modelsCode1
Scaling & Shifting Your Features: A New Baseline for Efficient Model TuningCode1
Multiple Instance Learning via Iterative Self-Paced Supervised Contrastive LearningCode1
2nd Place Solution to Google Universal Image EmbeddingCode1
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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