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 561570 of 10419 papers

TitleStatusHype
Deep Learning in Image Classification: Evaluating VGG19's Performance on Complex Visual Data0
Enhancing Transfer Learning for Medical Image Classification with SMOTE: A Comparative Study0
On dataset transferability in medical image classificationCode0
A Robust Adversarial Ensemble with Causal (Feature Interaction) Interpretations for Image Classification0
Few-shot Algorithm Assurance0
Cross-Modal Mapping: Mitigating the Modality Gap for Few-Shot Image Classification0
Image Classification with Deep Reinforcement Active Learning0
Multi-label Classification using Deep Multi-order Context-aware Kernel Networks0
Enhancing Fine-grained Image Classification through Attentive Batch Training0
Data-Free Group-Wise Fully Quantized Winograd Convolution via Learnable Scales0
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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