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 37213730 of 10420 papers

TitleStatusHype
Advancing Security in AI Systems: A Novel Approach to Detecting Backdoors in Deep Neural Networks0
PathM3: A Multimodal Multi-Task Multiple Instance Learning Framework for Whole Slide Image Classification and Captioning0
HOLMES: HOLonym-MEronym based Semantic inspection for Convolutional Image ClassifiersCode0
Iterative Online Image Synthesis via Diffusion Model for Imbalanced Classification0
Premonition: Using Generative Models to Preempt Future Data Changes in Continual LearningCode0
In-context learning enables multimodal large language models to classify cancer pathology images0
Efficient Post-Training Augmentation for Adaptive Inference in Heterogeneous and Distributed IoT Environments0
12 mJ per Class On-Device Online Few-Shot Class-Incremental LearningCode0
How does promoting the minority fraction affect generalization? A theoretical study of the one-hidden-layer neural network on group imbalance0
Backdoor Attack with Mode Mixture Latent Modification0
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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
10Meta Pseudo Labels (EfficientNet-B6-Wide)Top 1 Accuracy90Unverified