# LSE

Source: [LSE](<https://www.sota2.com/research/dataset/lse>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

## Benchmarks

Page 1 of 3. This is an index page, not the full collection.

- [Next index page](<https://www.sota2.com/research/dataset/lse.md?page=2>): Follow this link to discover more pages.

- [Facial Landmark Detection on 300-W (Fullset)](<https://www.sota2.com/research/sota/facial-landmark-detection-on-300-w-fullset.md>): Facial Landmark Detection; 300-W (Fullset).

- [Face Alignment on 300W Fullset (test)](<https://www.sota2.com/research/sota/face-alignment-on-300w-fullset-test.md>): Face Alignment; 300W Fullset (test).

- [Compositional Reasoning on VALSE](<https://www.sota2.com/research/sota/compositional-reasoning-on-valse.md>): Compositional Reasoning; VALSE.

- [Urban Perception Dimension Scores on Place Pulse 2.0](<https://www.sota2.com/research/sota/urban-perception-dimension-scores-on-place-pulse-2-0.md>): Urban Perception; Place Pulse 2.0.

- [Dialogue Segmentation on DialSeg711](<https://www.sota2.com/research/sota/dialogue-segmentation-on-dialseg711.md>): Dialogue Segmentation; DialSeg711.

- [Grasp Detection on GraspNet-1Billion RealSense Novel](<https://www.sota2.com/research/sota/grasp-detection-on-graspnet-1billion-realsense-novel.md>): Grasp Detection; GraspNet-1Billion RealSense Novel.

- [Grasp Detection on GraspNet-1Billion RealSense Similar](<https://www.sota2.com/research/sota/grasp-detection-on-graspnet-1billion-realsense-similar.md>): Grasp Detection; GraspNet-1Billion RealSense Similar.

- [Grasp Detection on GraspNet-1Billion RealSense (Seen)](<https://www.sota2.com/research/sota/grasp-detection-on-graspnet-1billion-realsense-seen.md>): Grasp Detection; GraspNet-1Billion RealSense (Seen).

- [Grasp Detection on GraspNet-1Billion RealSense (Average Performance)](<https://www.sota2.com/research/sota/grasp-detection-on-graspnet-1billion-realsense-average-performance.md>): Grasp Detection; GraspNet-1Billion (RealSense).

- [Image Super-Resolution on RealSet65](<https://www.sota2.com/research/sota/image-super-resolution-on-realset65.md>): Image Super-Resolution; RealSet65.

- [True-False Question Answering on Image Implication True-False 1.0 (test)](<https://www.sota2.com/research/sota/true-false-question-answering-on-image-implication-true-false-1-0-test.md>): True-False Question Answering; Image Implication True-False 1.0 (test).

- [Monocular Depth Estimation on Realsee3D Synthetic](<https://www.sota2.com/research/sota/monocular-depth-estimation-on-realsee3d-synthetic.md>): Monocular Depth Estimation; Realsee3D Synthetic.

- [Monocular Depth Estimation on Realsee3D Real](<https://www.sota2.com/research/sota/monocular-depth-estimation-on-realsee3d-real.md>): Monocular Depth Estimation; Realsee3D Real.

- [Action Recognition on Something-Else few-shot](<https://www.sota2.com/research/sota/action-recognition-on-something-else-few-shot.md>): Action Recognition; Something-Else few-shot.

- [Binary Classification on VALSE zero-shot](<https://www.sota2.com/research/sota/binary-classification-on-valse-zero-shot.md>): Binary Classification; VALSE zero-shot.

- [Liver Segmentation on TotalSegmentator](<https://www.sota2.com/research/sota/liver-segmentation-on-totalsegmentator.md>): Liver Segmentation; TotalSegmentator.

- [Aerial Visual Grounding on AerialSense (test)](<https://www.sota2.com/research/sota/aerial-visual-grounding-on-aerialsense-test.md>): Aerial Visual Grounding; AerialSense (test).

- [Action Recognition on Something-Else](<https://www.sota2.com/research/sota/action-recognition-on-something-else.md>): Action Recognition; Something-Else.

- [Semantic Segmentation on EarthVLSet (test)](<https://www.sota2.com/research/sota/semantic-segmentation-on-earthvlset-test.md>): Semantic Segmentation; EarthVLSet (test).

- [Multiple-choice Visual Question Answering on EarthVLSet](<https://www.sota2.com/research/sota/multiple-choice-visual-question-answering-on-earthvlset.md>): Multiple-choice Visual Question Answering; EarthVLSet.

- [Facial Landmark Detection on 300W Fullset 2013 (test)](<https://www.sota2.com/research/sota/facial-landmark-detection-on-300w-fullset-2013-test.md>): Facial Landmark Detection; 300W Fullset 2013 (test).

- [Image Super-Resolution on RealSet80](<https://www.sota2.com/research/sota/image-super-resolution-on-realset80.md>): Image Super-Resolution; RealSet80.

- [Pitch Style Conversion on VocalSet and GTSinger](<https://www.sota2.com/research/sota/pitch-style-conversion-on-vocalset-and-gtsinger.md>): Pitch Style Conversion; VocalSet and GTSinger.

- [Legal Research and Reasoning on LegalSearch In-domain](<https://www.sota2.com/research/sota/legal-research-and-reasoning-on-legalsearch-in-domain.md>): Legal Research and Reasoning; LegalSearch In-domain.

- [Image Synthesis on TotalSegmentator](<https://www.sota2.com/research/sota/image-synthesis-on-totalsegmentator.md>): Image Synthesis; TotalSegmentator.

- [Super-Resolution on RealSet80](<https://www.sota2.com/research/sota/super-resolution-on-realset80.md>): Super-Resolution; RealSet80.

- [Audio Classification on VocalSet (test)](<https://www.sota2.com/research/sota/audio-classification-on-vocalset-test.md>): Audio Classification; VocalSet (test).

- [Safety Evaluation on FalseReject](<https://www.sota2.com/research/sota/safety-evaluation-on-falsereject.md>): Safety Evaluation; FalseReject.

- [Hallucination Detection on True-False](<https://www.sota2.com/research/sota/hallucination-detection-on-true-false.md>): Hallucination Detection; True-False.

- [Theory of Mind reasoning on ToMI False Belief](<https://www.sota2.com/research/sota/theory-of-mind-reasoning-on-tomi-false-belief.md>): Theory of Mind reasoning; ToMI False Belief.

- [Theory of Mind reasoning on BigTOM False Belief](<https://www.sota2.com/research/sota/theory-of-mind-reasoning-on-bigtom-false-belief.md>): Theory of Mind reasoning; BigTOM False Belief.

- [Spatial Reasoning on SpatialSense SpatialScore-Hard](<https://www.sota2.com/research/sota/spatial-reasoning-on-spatialsense-spatialscore-hard.md>): Spatial Reasoning; SpatialSense SpatialScore-Hard.

- [Cell Segmentation on CellSeg](<https://www.sota2.com/research/sota/cell-segmentation-on-cellseg.md>): Cell Segmentation; CellSeg.

- [Depth Estimation on Realsee Real-World](<https://www.sota2.com/research/sota/depth-estimation-on-realsee-real-world.md>): Depth Estimation; Realsee Real-World.

- [Local Agentic Search on LocalSearchBench (test)](<https://www.sota2.com/research/sota/local-agentic-search-on-localsearchbench-test.md>): Local Agentic Search; LocalSearchBench (test).

- [Action Recognition on Something-Else 10-shot](<https://www.sota2.com/research/sota/action-recognition-on-something-else-10-shot.md>): Action Recognition; Something-Else 10-shot.

- [Action Recognition on Something-Else 5-shot](<https://www.sota2.com/research/sota/action-recognition-on-something-else-5-shot.md>): Action Recognition; Something-Else 5-shot.

- [Action Recognition on Something-Else (Compositional)](<https://www.sota2.com/research/sota/action-recognition-on-something-else-compositional.md>): Action Recognition; Something-Else (Compositional).

- [Out-of-Distribution Detection on Impulse noise (test)](<https://www.sota2.com/research/sota/out-of-distribution-detection-on-impulse-noise-test.md>): Out-of-Distribution Detection; Impulse noise (test).

- [Urban Perception Regression on Place Pulse Cross-Regional 2.0 (test)](<https://www.sota2.com/research/sota/urban-perception-regression-on-place-pulse-cross-regional-2-0-test.md>): Urban Perception Regression; Place Pulse Cross-Regional 2.0 (test).

- [Inverse Lithography Technology on LithoBench MetalSet Metal Layer](<https://www.sota2.com/research/sota/inverse-lithography-technology-on-lithobench-metalset-metal-layer.md>): Inverse Lithography Technology; LithoBench MetalSet Metal Layer.

- [Bone Segmentation on TotalSegmentator (test)](<https://www.sota2.com/research/sota/bone-segmentation-on-totalsegmentator-test.md>): Bone Segmentation; TotalSegmentator (test).

- [Bone Segmentation on TotalSegmentator 89 scans (test)](<https://www.sota2.com/research/sota/bone-segmentation-on-totalsegmentator-89-scans-test.md>): Bone Segmentation; TotalSegmentator 89 scans (test).

- [Open-ended Visual Question Answering on EarthVLSet 1.0 (test)](<https://www.sota2.com/research/sota/open-ended-visual-question-answering-on-earthvlset-1-0-test.md>): Open-ended Visual Question Answering; EarthVLSet 1.0 (test).

- [Image Restoration on RealSet80 (test)](<https://www.sota2.com/research/sota/image-restoration-on-realset80-test.md>): Image Restoration; RealSet80 (test).

- [Over-Refusal Evaluation on OrBench-Hard-1k, FalseReject, MorBench, and OverBench](<https://www.sota2.com/research/sota/over-refusal-evaluation-on-orbench-hard-1k-falsereject-morbench-and-overbench.md>): Over-Refusal Evaluation; Over-Refusal Evaluation OrBench-Hard-1k FalseReject MorBench OverBench.

- [Over-Refusal Evaluation on FalseReject](<https://www.sota2.com/research/sota/over-refusal-evaluation-on-falsereject.md>): Over-Refusal Evaluation; FalseReject.

- [Pairwise progress-judgment on RoboPulse Overall](<https://www.sota2.com/research/sota/pairwise-progress-judgment-on-robopulse-overall.md>): Pairwise progress-judgment; RoboPulse Overall.

- [Pairwise progress-judgment on RoboPulse Large hop range](<https://www.sota2.com/research/sota/pairwise-progress-judgment-on-robopulse-large-hop-range.md>): Pairwise progress-judgment; RoboPulse Large hop range.

- [Pairwise progress-judgment on RoboPulse Medium hop range](<https://www.sota2.com/research/sota/pairwise-progress-judgment-on-robopulse-medium-hop-range.md>): Pairwise progress-judgment; RoboPulse Medium hop range.

- [Pairwise progress-judgment on RoboPulse Small hop range](<https://www.sota2.com/research/sota/pairwise-progress-judgment-on-robopulse-small-hop-range.md>): Pairwise progress-judgment; RoboPulse Small hop range.

- [Super-Resolution on RealSet65](<https://www.sota2.com/research/sota/super-resolution-on-realset65.md>): Super-Resolution; RealSet65.

- [Camera Pose Estimation on Realsee-Real (test)](<https://www.sota2.com/research/sota/camera-pose-estimation-on-realsee-real-test.md>): Camera Pose Estimation; Realsee-Real (test).

- [Camera Pose Estimation on Realsee-Syn (test)](<https://www.sota2.com/research/sota/camera-pose-estimation-on-realsee-syn-test.md>): Camera Pose Estimation; Realsee-Syn (test).

- [Multi-view Depth Estimation on Realsee3D Synthetic](<https://www.sota2.com/research/sota/multi-view-depth-estimation-on-realsee3d-synthetic.md>): Multi-view Depth Estimation; Realsee3D Synthetic.

- [Multi-view Depth Estimation on Realsee3D (Real)](<https://www.sota2.com/research/sota/multi-view-depth-estimation-on-realsee3d-real.md>): Multi-view Depth Estimation; Realsee3D (Real).

- [Agentic Task on LocalSearch](<https://www.sota2.com/research/sota/agentic-task-on-localsearch.md>): Agentic Task; LocalSearch.

- [Abstention in Question Answering on QAQA False Premise](<https://www.sota2.com/research/sota/abstention-in-question-answering-on-qaqa-false-premise.md>): Abstention in Question Answering; QAQA False Premise.

- [ECG Denoising on ECG signals corrupted with LinearWander, MuscleArtifact, ShockPulses, and SineWander](<https://www.sota2.com/research/sota/ecg-denoising-on-ecg-signals-corrupted-with-linearwander-muscleartifact-shockpulses-and-sinewander.md>): ECG Denoising; ECG signals corrupted with LinearWander, MuscleArtifact, ShockPulses, and SineWander.

- [ECG Delineation on Canine ECGs corrupted with LinearWander, MuscleArtifact, ShockPulses, and SineWander noise](<https://www.sota2.com/research/sota/ecg-delineation-on-canine-ecgs-corrupted-with-linearwander-muscleartifact-shockpulses-and-sinewander-noise.md>): ECG Delineation; Canine ECGs corrupted with LinearWander, MuscleArtifact, ShockPulses, and SineWander noise.

- [ECG Denoising on Canine ECG signals LinearWander, MuscleArtifact, ShockPulses, SineWander noise](<https://www.sota2.com/research/sota/ecg-denoising-on-canine-ecg-signals-linearwander-muscleartifact-shockpulses-sinewander-noise.md>): ECG Denoising; Canine ECG signals LinearWander, MuscleArtifact, ShockPulses, SineWander noise.

- [ECG Denoising on Canine ECG signals (LinearWander, MuscleArtifact, ShockPulses, SineWander noise) (test)](<https://www.sota2.com/research/sota/ecg-denoising-on-canine-ecg-signals-linearwander-muscleartifact-shockpulses-sinewander-noise-test.md>): ECG Denoising; Canine ECG signals corrupted with LinearWander, MuscleArtifact, ShockPulses, and SineWander noise (test).

- [Image Retrieval on TotalSegmentator (test)](<https://www.sota2.com/research/sota/image-retrieval-on-totalsegmentator-test.md>): Image retrieval; TotalSegmentator (test).

- [Dialogue Segmentation on SuperDialSeg](<https://www.sota2.com/research/sota/dialogue-segmentation-on-superdialseg.md>): Dialogue Segmentation; SuperDialSeg.

- [Organ Segmentation on TotalSeg 103 classes v1 (test)](<https://www.sota2.com/research/sota/organ-segmentation-on-totalseg-103-classes-v1-test.md>): Organ Segmentation; TotalSeg 103 classes v1 (test).

- [Grasp Pose Detection on GraspNet-1Billion RealSense 1.0 (Novel)](<https://www.sota2.com/research/sota/grasp-pose-detection-on-graspnet-1billion-realsense-1-0-novel.md>): Grasp Pose Detection; GraspNet-1Billion RealSense 1.0 (Novel).

- [Grasp Pose Detection on GraspNet-1Billion Similar RealSense 1.0](<https://www.sota2.com/research/sota/grasp-pose-detection-on-graspnet-1billion-similar-realsense-1-0.md>): Grasp Pose Detection; GraspNet-1Billion Similar RealSense 1.0.

- [Grasp Pose Detection on GraspNet-1Billion RealSense 1.0 (Seen)](<https://www.sota2.com/research/sota/grasp-pose-detection-on-graspnet-1billion-realsense-1-0-seen.md>): Grasp Pose Detection; GraspNet-1Billion RealSense 1.0 (Seen).

- [Image Super-Resolution on RealSet65 (test)](<https://www.sota2.com/research/sota/image-super-resolution-on-realset65-test.md>): Image Super-Resolution; RealSet65 (test).

- [Hyperspectral Image Denoising on ICVL synthetic Gaussian+Impulse noise](<https://www.sota2.com/research/sota/hyperspectral-image-denoising-on-icvl-synthetic-gaussian-plus-impulse-noise.md>): Hyperspectral Image Denoising; ICVL synthetic Gaussian+Impulse noise.

- [Mathematical Reasoning on FALSE Controls 5 theorems, 25 items (pilot)](<https://www.sota2.com/research/sota/mathematical-reasoning-on-false-controls-5-theorems-25-items-pilot.md>): Mathematical Reasoning; FALSE Controls 5 theorems, 25 items (pilot).

- [3D Anomaly Detection on MulSen-AD](<https://www.sota2.com/research/sota/3d-anomaly-detection-on-mulsen-ad.md>): 3D Anomaly Detection; MulSen-AD.

- [Video Understanding on EgoSchema fullset](<https://www.sota2.com/research/sota/video-understanding-on-egoschema-fullset.md>): Video Understanding; EgoSchema fullset.

- [Metric Depth Estimation on FLSea](<https://www.sota2.com/research/sota/metric-depth-estimation-on-flsea.md>): Metric Depth Estimation; FLSea.

- [Mechanical Ventilation Management on Pulse Physiology Engine Severe ARDS cohort](<https://www.sota2.com/research/sota/mechanical-ventilation-management-on-pulse-physiology-engine-severe-ards-cohort.md>): Mechanical Ventilation Management; Pulse Physiology Engine Severe ARDS cohort.

- [Mechanical Ventilation Management on Pulse Physiology Engine Moderate ARDS cohort](<https://www.sota2.com/research/sota/mechanical-ventilation-management-on-pulse-physiology-engine-moderate-ards-cohort.md>): Mechanical Ventilation Management; Pulse Physiology Engine Moderate ARDS cohort.

- [Mechanical Ventilation Management on Pulse Physiology Engine Mild ARDS cohort](<https://www.sota2.com/research/sota/mechanical-ventilation-management-on-pulse-physiology-engine-mild-ards-cohort.md>): Mechanical Ventilation Management; Pulse Physiology Engine Mild ARDS cohort.

- [Social Interaction Detection on SocialPulse](<https://www.sota2.com/research/sota/social-interaction-detection-on-socialpulse.md>): Social Interaction Detection; SocialPulse.

- [Whole-House Reconstruction on RealSee3D (held-out)](<https://www.sota2.com/research/sota/whole-house-reconstruction-on-realsee3d-held-out.md>): Whole-House Reconstruction; RealSee3D (held-out).

- [Error Correction on 300 False Premises](<https://www.sota2.com/research/sota/error-correction-on-300-false-premises.md>): Error Correction; 300 False Premises.