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 951960 of 10420 papers

TitleStatusHype
Anti-ESIA: Analyzing and Mitigating Impacts of Electromagnetic Signal Injection Attacks0
Multi-Cohort Framework with Cohort-Aware Attention and Adversarial Mutual-Information Minimization for Whole Slide Image Classification0
Are Deep Learning Models Robust to Partial Object Occlusion in Visual Recognition Tasks?0
Kolmogorov-Arnold TransformerCode4
InfoDisent: Explainability of Image Classification Models by Information Disentanglement0
Enhancing Image Classification in Small and Unbalanced Datasets through Synthetic Data Augmentation0
Frequency-Guided Masking for Enhanced Vision Self-Supervised LearningCode0
Finetuning CLIP to Reason about Pairwise DifferencesCode1
SparX: A Sparse Cross-Layer Connection Mechanism for Hierarchical Vision Mamba and Transformer NetworksCode1
Leveraging Foundation Models for Efficient Federated Learning in Resource-restricted Edge Networks0
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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