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 20012010 of 10420 papers

TitleStatusHype
Transductive Zero-Shot and Few-Shot CLIPCode1
Transferable Structural Sparse Adversarial Attack Via Exact Group Sparsity TrainingCode1
Fair-VPT: Fair Visual Prompt Tuning for Image Classification0
In-distribution Public Data Synthesis with Diffusion Models for Differentially Private Image ClassificationCode0
Circuit Design and Efficient Simulation of Quantum Inner Product and Empirical Studies of Its Effect on Near-Term Hybrid Quantum-Classic Machine LearningCode0
Logarithmic Lenses: Exploring Log RGB Data for Image Classification0
DiG-IN: Diffusion Guidance for Investigating Networks - Uncovering Classifier Differences Neuron Visualisations and Visual Counterfactual ExplanationsCode1
OmniVec2 - A Novel Transformer based Network for Large Scale Multimodal and Multitask Learning0
Not All Classes Stand on Same Embeddings: Calibrating a Semantic Distance with Metric Tensor0
Self-supervised learning for skin cancer diagnosis with limited training dataCode0
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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