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ECSSD (Extended Complex Scene Saliency Dataset)

1 Jan 2013 archive 2025-07-28

The Extended Complex Scene Saliency Dataset (ECSSD) is comprised of complex scenes, presenting textures and structures common to real-world images. ECSSD contains 1,000 intricate images and respective ground-truth saliency maps, created as an average of the labeling of five human participants.

Source: SAD: Saliency-based Defenses Against Adversarial Examples

HomepageBenchmarksPapers JSON

Benchmarks archive 2025-07-28

All 5 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
RGB Salient Object Detection ECSSD M3Net-S S-Measure 0.948 M³Net: Multilevel, Mixed and Multistage Attention... I2-Multimedia-Lab/M3Net 14 Compare
Salient Object Detection ECSSD SAM2-UNet S-measure 0.950 SAM2-UNet: Segment Anything 2 Makes Strong Encoder for... wzh0120/sam2-unet 10 Compare
Unsupervised Saliency Detection ECSSD SelfMask maximal F-measure 95.6 Unsupervised Salient Object Detection with Spectral... noelshin/selfmask 3 Compare
Unsupervised Object Segmentation ECSSD UnSegArmaNet mIoU 77.83 — — 2 Compare
Saliency Detection ECSSD Pyramid Feature Attention MAE 0.0328 Pyramid Feature Attention Network for Saliency detection CaitinZhao/cvpr2019_Pyramid-Feature-Attention-Network-for-Saliency-detection +5 1 Compare

Papers archive 2025-07-28

26 shown of 26 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 34. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
CPDR: Towards Highly-Efficient Salient Object Detection via Crossed Post-decoder Refinement 0 1 11 Jan 2025 not harvested
FOCUS: Towards Universal Foreground Segmentation 1 1 9 Jan 2025 not harvested
SAM2-UNet: Segment Anything 2 Makes Strong Encoder for Natural and Medical Image Segmentation 1 1 16 Aug 2024 ran 5 of 9 samples (4 unverified)
M³Net: Multilevel, Mixed and Multistage Attention Network for Salient Object Detection 1 2 15 Sep 2023 not harvested
Explicit Visual Prompting for Universal Foreground Segmentations 2 1 29 May 2023 not harvested
Explicit Visual Prompting for Low-Level Structure Segmentations 1 1 20 Mar 2023 ran 4 of 4 samples (0 unverified)
DeepCut: Unsupervised Segmentation using Graph Neural Networks Clustering 1 1 12 Dec 2022 ran 4 of 8 samples (4 unverified)
MOVE: Unsupervised Movable Object Segmentation and Detection 1 1 14 Oct 2022 ran 3 of 6 samples (3 unverified; 6 pointer-only for licence)
Revisiting Image Pyramid Structure for High Resolution Salient Object Detection 3 1 20 Sep 2022 ran 3 of 11 samples (8 unverified)
A Weakly Supervised Learning Framework for Salient Object Detection via Hybrid Labels 3 1 7 Sep 2022 not harvested
SelfReformer: Self-Refined Network with Transformer for Salient Object Detection 1 2 23 May 2022 ran 1 of 2 samples (1 unverified)
Unsupervised Salient Object Detection with Spectral Cluster Voting 1 1 23 Mar 2022 ran 3 of 9 samples (6 unverified)
Self-Supervised Transformers for Unsupervised Object Discovery using Normalized Cut 1 1 23 Feb 2022 ran 1 of 1 samples (0 unverified)
TRACER: Extreme Attention Guided Salient Object Tracing Network 1 2 14 Dec 2021 ran 0 of 6 samples (6 unverified)
C⁴Net: Contextual Compression and Complementary Combination Network for Salient Object Detection 0 1 22 Oct 2021 not harvested
Saliency Detection via Global Context Enhanced Feature Fusion and Edge Weighted Loss 0 1 13 Oct 2021 not harvested
Recursive Contour Saliency Blending Network for Accurate Salient Object Detection 1 1 28 May 2021 not harvested
Uncertainty Inspired RGB-D Saliency Detection 4 1 7 Sep 2020 not harvested
Label Decoupling Framework for Salient Object Detection 1 1 25 Aug 2020 not harvested
U²-Net: Going Deeper with Nested U-Structure for Salient Object Detection 29 1 18 May 2020 ran 4 of 42 samples (38 unverified; 2 pointer-only for licence)
F3Net: Fusion, Feedback and Focus for Salient Object Detection 4 1 26 Nov 2019 not harvested
BASNet: Boundary-Aware Salient Object Detection 3 1 1 Jun 2019 not harvested
A Simple Pooling-Based Design for Real-Time Salient Object Detection 5 1 21 Apr 2019 ran 1 of 3 samples (2 unverified)
Cascaded Partial Decoder for Fast and Accurate Salient Object Detection 1 1 18 Apr 2019 not harvested
Res2Net: A New Multi-scale Backbone Architecture 34 1 2 Apr 2019 ran 3 of 9 samples (6 unverified; 9 pointer-only for licence)
Pyramid Feature Attention Network for Saliency detection 6 1 1 Mar 2019 ran 2 of 10 samples (8 unverified)

Dataset loaders archive 2025-07-28

docs.activeloop.ai/datasets/ecssd-datasetactiveloopai/Hubtfpytorch

1 loader as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

RGB Salient Object DetectionSaliency DetectionUnsupervised Object SegmentationSalient Object DetectionUnsupervised Saliency Detection

License archive 2025-07-28

Unknown

Modalities archive 2025-07-28

Images

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • ECSSD

1 variant name, as the archive lists them.

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