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Datasets › PASCAL VOC 2012 test

PASCAL VOC 2012 test

archive 2025-07-28

SCC Data Set

BenchmarksPapers JSON

Benchmarks archive 2025-07-28

All 4 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
Weakly-Supervised Semantic Segmentation PASCAL VOC 2012 test SemPLeS (Swin-L) Mean IoU 82.9 Semantic Prompt Learning for Weakly-Supervised Semantic... nvlabs/semples 60 Compare
Semantic Segmentation PASCAL VOC 2012 test DeepLabv3+ (Xception-65-JFT) Mean IoU 89.0% Encoder-Decoder with Atrous Separable Convolution for... tensorflow/models +77 51 Compare
Weakly Supervised Object Detection PASCAL VOC 2012 test WeakSAM-MIST-DINO (with SAM) MAP 70.2 WeakSAM: Segment Anything Meets Weakly-supervised... hustvl/weaksam 32 Compare
Object Detection PASCAL VOC 2012 test SynCo (ResNet-50) 200ep Bounding Box AP 57.2 SynCo: Synthetic Hard Negatives in Contrastive Learning... giakoumoglou/synco 1 Compare

Papers archive 2025-07-28

30 shown of 113 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 116. 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
SynCo: Synthetic Hard Negatives in Contrastive Learning for Better Unsupervised Visual Representations 1 1 3 Oct 2024 not harvested
Precision matters: Precision-aware ensemble for weakly supervised semantic segmentation 1 1 28 Jun 2024 not harvested
Fine-grained Background Representation for Weakly Supervised Semantic Segmentation 1 1 22 Jun 2024 not harvested
DHR: Dual Features-Driven Hierarchical Rebalancing in Inter- and Intra-Class Regions for Weakly-Supervised Semantic Segmentation 1 1 30 Mar 2024 ran 9 of 9 samples (0 unverified; 9 pointer-only for licence)
WeakSAM: Segment Anything Meets Weakly-supervised Instance-level Recognition 1 6 22 Feb 2024 not harvested
SFC: Shared Feature Calibration in Weakly Supervised Semantic Segmentation 1 1 22 Jan 2024 ran 3 of 5 samples (2 unverified)
Semantic Prompt Learning for Weakly-Supervised Semantic Segmentation 1 1 22 Jan 2024 not harvested
Question-Answer Cross Language Image Matching for Weakly Supervised Semantic Segmentation 1 1 18 Jan 2024 ran 5 of 6 samples (1 unverified)
Clustering-Guided Class Activation for Weakly Supervised Semantic Segmentation 1 1 5 Jan 2024 not harvested
Foundation Model Assisted Weakly Supervised Semantic Segmentation 1 1 6 Dec 2023 ran 1 of 2 samples (1 unverified)
From Text to Mask: Localizing Entities Using the Attention of Text-to-Image Diffusion Models 1 1 8 Sep 2023 not harvested
All-pairs Consistency Learning for Weakly Supervised Semantic Segmentation 1 1 8 Aug 2023 not harvested
Hierarchical Semantic Contrast for Weakly Supervised Semantic Segmentation 1 1 1 Aug 2023 not harvested
An Alternative to WSSS? An Empirical Study of the Segment Anything Model (SAM) on Weakly-Supervised Semantic Segmentation Problems 1 1 2 May 2023 ran 4 of 9 samples (5 unverified)
MARS: Model-agnostic Biased Object Removal without Additional Supervision for Weakly-Supervised Semantic Segmentation 1 1 19 Apr 2023 ran 0 of 2 samples (2 unverified; 2 pointer-only for licence)
WeakTr: Exploring Plain Vision Transformer for Weakly-supervised Semantic Segmentation 1 2 3 Apr 2023 ran 1 of 1 samples (0 unverified)
Boundary-Enhanced Co-Training for Weakly Supervised Semantic Segmentation 1 1 1 Jan 2023 not harvested
CLIP is Also an Efficient Segmenter: A Text-Driven Approach for Weakly Supervised Semantic Segmentation 1 1 16 Dec 2022 ran 3 of 3 samples (0 unverified)
ISIM: Iterative Self-Improved Model for Weakly Supervised Segmentation 1 2 22 Nov 2022 not harvested
Max Pooling with Vision Transformers reconciles class and shape in weakly supervised semantic segmentation 1 1 31 Oct 2022 ran 0 of 5 samples (5 unverified)
Object Discovery via Contrastive Learning for Weakly Supervised Object Detection 1 1 16 Aug 2022 not harvested
EdgeNeXt: Efficiently Amalgamated CNN-Transformer Architecture for Mobile Vision Applications 8 1 21 Jun 2022 ran 1 of 10 samples (9 unverified)
RecurSeed and EdgePredictMix: Pseudo-Label Refinement Learning for Weakly Supervised Semantic Segmentation across Single- and Multi-Stage Frameworks 2 2 14 Apr 2022 not harvested
L2G: A Simple Local-to-Global Knowledge Transfer Framework for Weakly Supervised Semantic Segmentation 1 1 7 Apr 2022 not harvested
Threshold Matters in WSSS: Manipulating the Activation for the Robust and Accurate Segmentation Model Against Thresholds 1 2 30 Mar 2022 ran 2 of 3 samples (1 unverified; 3 pointer-only for licence)
Importance Sampling CAMs for Weakly-Supervised Segmentation 1 1 23 Mar 2022 not harvested
Learning Self-Supervised Low-Rank Network for Single-Stage Weakly and Semi-Supervised Semantic Segmentation 1 2 19 Mar 2022 not harvested
Regional Semantic Contrast and Aggregation for Weakly Supervised Semantic Segmentation 1 1 17 Mar 2022 not harvested
Weakly Supervised Semantic Segmentation using Out-of-Distribution Data 1 1 8 Mar 2022 ran 1 of 1 samples (0 unverified; 1 pointer-only for licence)
Self-supervised Image-specific Prototype Exploration for Weakly Supervised Semantic Segmentation 1 1 6 Mar 2022 ran 0 of 1 samples (1 unverified)

The full list of 113 is in the JSON twin.

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

Object DetectionSemantic SegmentationWeakly Supervised Object DetectionWeakly-Supervised Semantic Segmentation

License archive 2025-07-28

No licence recorded in the archive. Absence here is not a statement about the dataset's terms.

Modalities archive 2025-07-28

Images

Languages archive 2025-07-28

English

Variants archive 2025-07-28

  • PASCAL VOC 2012 test

1 variant name, as the archive lists them.

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