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 13511360 of 10420 papers

TitleStatusHype
Boosting Medical Image Classification with Segmentation Foundation Model0
Saliency-guided and Patch-based Mixup for Long-tailed Skin Cancer Image Classification0
Robust Image Classification in the Presence of Out-of-Distribution and Adversarial Samples Using Attractors in Neural Networks0
AI-Based Copyright Detection Of An Image In a Video Using Degree Of Similarity And Image Hashing0
Adaptive Randomized Smoothing: Certified Adversarial Robustness for Multi-Step DefencesCode0
LieRE: Generalizing Rotary Position EncodingsCode1
Comparison of fine-tuning strategies for transfer learning in medical image classification0
Forgetting Order of Continual Learning: Examples That are Learned First are Forgotten Last0
How Out-of-Distribution Detection Learning Theory Enhances Transformer: Learnability and Reliability0
LaCoOT: Layer Collapse through Optimal Transport0
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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