Saliency Prediction

A saliency map is a model that predicts eye fixations on a visual scene. Saliency prediction is informed by the human visual attention mechanism and predicts the possibility of the human eyes to stay in a certain position in the scene.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 51–60 of 268 papers

Title	Date	Tasks	Status	Hype
Few-shot Personalized Saliency Prediction Based on Inter-personnel Gaze Patterns	Jul 6, 2023	Predictionregression	—Unverified	0
Teaching AI to Teach: Leveraging Limited Human Salience Data Into Unlimited Saliency-Based Training	Jun 8, 2023	Face DetectionSaliency Prediction	—Unverified	0
ViDaS Video Depth-aware Saliency Network	May 19, 2023	object-detectionObject Detection	—Unverified	0
A positive feedback method based on F-measure value for Salient Object Detection	Apr 28, 2023	object-detectionObject Detection	CodeCode Available	0
MRGAN360: Multi-stage Recurrent Generative Adversarial Network for 360 Degree Image Saliency Prediction	Mar 15, 2023	Generative Adversarial NetworkPrediction	—Unverified	0
CASP-Net: Rethinking Video Saliency Prediction from an Audio-VisualConsistency Perceptual Perspective	Mar 11, 2023	DecoderSaliency Prediction	—Unverified	0
Deep Saliency Mapping for 3D Meshes and Applications	Feb 6, 2023	Saliency Prediction	CodeCode Available	0
Semantic Segmentation Enhanced Transformer Model for Human Attention Prediction	Jan 26, 2023	DecoderPrediction	—Unverified	0
TinyHD: Efficient Video Saliency Prediction with Heterogeneous Decoders using Hierarchical Maps Distillation	Jan 11, 2023	Knowledge DistillationPrediction	CodeCode Available	1
TempSAL -- Uncovering Temporal Information for Deep Saliency Prediction	Jan 5, 2023	ObjectObject Recognition	CodeCode Available	1

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All datasets SALECI SALICON MIT300 CAT2000

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Transalnet	KL	0.87	—	Unverified
2	TempSAL	KL	0.71	—	Unverified
3	SSwin transformer	KL	0.65	—	Unverified
4	ECT-SAL	KL	0.58	—	Unverified
5	SUM	KL	0.47	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SUM	AUC	0.88	—	Unverified
2	SalNAS-XL + Self-KD	AUC	0.87	—	Unverified
3	TempSAL	AUC	0.87	—	Unverified
4	MDS-ViTNet	AUC	0.87	—	Unverified
5	TranSalNet	AUC	0.87	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SUM	AUC-Judd	0.91	—	Unverified
2	TranSalNet	AUC-Judd	0.87	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SUM	KL	0.27	—	Unverified