Scene Classification

Scene Classification is a task in which scenes from photographs are categorically classified. Unlike object classification, which focuses on classifying prominent objects in the foreground, Scene Classification uses the layout of objects within the scene, in addition to the ambient context, for classification.

Source: Scene classification with Convolutional Neural Networks

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 11–20 of 453 papers

Title	Date	Tasks	Status	Hype	Score
SkyScript: A Large and Semantically Diverse Vision-Language Dataset for Remote Sensing	Dec 20, 2023	AttributeCross-Modal Retrieval	CodeCode Available	2	5
TEOChat: A Large Vision-Language Assistant for Temporal Earth Observation Data	Oct 8, 2024	Change DetectionEarth Observation	CodeCode Available	2	5
GeoChat: Grounded Large Vision-Language Model for Remote Sensing	Nov 24, 2023	Instruction FollowingLanguage Modeling	CodeCode Available	2	5
Blind Image Quality Assessment via Vision-Language Correspondence: A Multitask Learning Perspective	Mar 27, 2023	Image Quality AssessmentNo-Reference Image Quality Assessment	CodeCode Available	2	5
ApproxDet: Content and Contention-Aware Approximate Object Detection for Mobiles	Oct 21, 2020	Objectobject-detection	CodeCode Available	1	5
APPLeNet: Visual Attention Parameterized Prompt Learning for Few-Shot Remote Sensing Image Generalization using CLIP	Apr 12, 2023	Domain GeneralizationPrompt Learning	CodeCode Available	1	5
Debiased Self-Training for Semi-Supervised Learning	Feb 15, 2022	Object RecognitionScene Classification	CodeCode Available	1	5
Convolutional Neural Networks Based Remote Sensing Scene Classification under Clear and Cloudy Environments	Dec 30, 2021	ClassificationScene Classification	CodeCode Available	1	5
APLA: A Simple Adaptation Method for Vision Transformers	Mar 14, 2025	ClassificationGPU	CodeCode Available	1	5
DCASENET: A joint pre-trained deep neural network for detecting and classifying acoustic scenes and events	Sep 21, 2020	Acoustic Scene ClassificationAudio Tagging	CodeCode Available	1	5

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All datasets UC Merced Land Use Dataset Places365-Standard

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	µ2Net+ (ViT-L/16)	Accuracy (%)	100	—	Unverified
2	AGOS	Accuracy (%)	99.88	—	Unverified
3	LSE-Net	Accuracy (%)	99.78	—	Unverified
4	ResNet50	Accuracy (%)	99.61	—	Unverified
5	MSMatch	Accuracy (%)	98.33	—	Unverified
6	MIDC-Net	Accuracy (%)	97.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	iSQRT-COV-Net (ResNet-50)	Top 1 Error	43.68	—	Unverified
2	WaveMix	Top 1 Error	43.55	—	Unverified