# GHL

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

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

- [Moment Retrieval on QVHighlights (test)](<https://www.sota2.com/research/sota/moment-retrieval-on-qvhighlights-test.md>): Moment Retrieval; QVHighlights (test).

- [Highlight Detection on QVHighlights (test)](<https://www.sota2.com/research/sota/highlight-detection-on-qvhighlights-test.md>): Highlight Detection; QVHighlights (test).

- [Moment Retrieval on QVHighlights (val)](<https://www.sota2.com/research/sota/moment-retrieval-on-qvhighlights-val.md>): Moment Retrieval; QVHighlights (val).

- [Video Grounding on QVHighlights (test)](<https://www.sota2.com/research/sota/video-grounding-on-qvhighlights-test.md>): Video Grounding; QVHighlights (test).

- [Highlight Detection on QVHighlights (val)](<https://www.sota2.com/research/sota/highlight-detection-on-qvhighlights-val.md>): Highlight Detection; QVHighlights (val).

- [Video Temporal Grounding on QVHighlights](<https://www.sota2.com/research/sota/video-temporal-grounding-on-qvhighlights.md>): Video Temporal Grounding; QVHighlights.

- [Highlight Detection on YouTube Highlights (test)](<https://www.sota2.com/research/sota/highlight-detection-on-youtube-highlights-test.md>): Highlight Detection; YouTube Highlights (test).

- [Video Temporal Grounding on QVHighlights (val)](<https://www.sota2.com/research/sota/video-temporal-grounding-on-qvhighlights-val.md>): Video Temporal Grounding; QVHighlights (val).

- [Highlight Detection on QVHighlights](<https://www.sota2.com/research/sota/highlight-detection-on-qvhighlights.md>): Video Highlight Detection; QVHighlights.

- [Highlight Detection on YouTube Highlights (full)](<https://www.sota2.com/research/sota/highlight-detection-on-youtube-highlights-full.md>): Highlight Detection; YouTube Highlights (YouTubeHL) (full).

- [Intent Understanding on Highlight-Intent](<https://www.sota2.com/research/sota/intent-understanding-on-highlight-intent.md>): Intent Understanding; Highlight-Intent.

- [Video Temporal Grounding on QVHighlights TimeLens](<https://www.sota2.com/research/sota/video-temporal-grounding-on-qvhighlights-timelens.md>): Video Temporal Grounding; QVHighlights TimeLens.

- [Moment Retrieval on QVHighlights v1 (test)](<https://www.sota2.com/research/sota/moment-retrieval-on-qvhighlights-v1-test.md>): Moment Retrieval; QVHighlights v1 (test).

- [Image Classification on MNIST 100 clients, highly heterog. (test)](<https://www.sota2.com/research/sota/image-classification-on-mnist-100-clients-highly-heterog-test.md>): Image Classification; MNIST 100 clients, highly heterog. (test).

- [Video Temporal Grounding on QVHighlights TimeLens-Bench (test)](<https://www.sota2.com/research/sota/video-temporal-grounding-on-qvhighlights-timelens-bench-test.md>): Video Temporal Grounding; QVHighlights TimeLens-Bench (test).

- [Temporal language grounding on QVHighlights (test)](<https://www.sota2.com/research/sota/temporal-language-grounding-on-qvhighlights-test.md>): Temporal language grounding; QVHighlights (test).

- [Temporal Video Grounding on QVHighlights TimeLens (test)](<https://www.sota2.com/research/sota/temporal-video-grounding-on-qvhighlights-timelens-test.md>): Temporal Video Grounding; QVHighlights TimeLens (test).

- [Video Temporal Grounding on SVHighlights (test)](<https://www.sota2.com/research/sota/video-temporal-grounding-on-svhighlights-test.md>): Video Temporal Grounding; SVHighlights (test).

- [Temporal Grounding on QVHighlights](<https://www.sota2.com/research/sota/temporal-grounding-on-qvhighlights.md>): Temporal Grounding; QVHighlights.

- [Pedestrian Detection on CityPersons highly occluded (HO)](<https://www.sota2.com/research/sota/pedestrian-detection-on-citypersons-highly-occluded-ho.md>): Pedestrian Detection; CityPersons highly occluded (HO).

- [Temporal Language Grounding on YouTube Highlights](<https://www.sota2.com/research/sota/temporal-language-grounding-on-youtube-highlights.md>): Temporal Language Grounding; YouTube Highlights.

- [Video Highlight Detection on QVHighlights](<https://www.sota2.com/research/sota/video-highlight-detection-on-qvhighlights.md>): Video Highlight Detection; QVHighlights.

- [One-to-One Temporal Grounding on QVHighlights TimeLens-Bench](<https://www.sota2.com/research/sota/one-to-one-temporal-grounding-on-qvhighlights-timelens-bench.md>): One-to-One Temporal Grounding; QVHighlights TimeLens-Bench.

- [Video Temporal Grounding on QVHighlights (test)](<https://www.sota2.com/research/sota/video-temporal-grounding-on-qvhighlights-test.md>): Video Temporal Grounding; QVHighlights (test).

- [Highlight Detection on QVHighlights v1 (test)](<https://www.sota2.com/research/sota/highlight-detection-on-qvhighlights-v1-test.md>): Highlight Detection; QVHighlights v1 (test).

- [Table-based Reasoning and Grounding on HighlightBench Real-world](<https://www.sota2.com/research/sota/table-based-reasoning-and-grounding-on-highlightbench-real-world.md>): Table-based Reasoning and Grounding; HighlightBench Real-world.

- [Table-based Reasoning and Grounding on HighlightBench Synthetic](<https://www.sota2.com/research/sota/table-based-reasoning-and-grounding-on-highlightbench-synthetic.md>): Table-based Reasoning and Grounding; HighlightBench Synthetic.

- [Video Understanding on QV Highlights](<https://www.sota2.com/research/sota/video-understanding-on-qv-highlights.md>): Video Understanding; QV Highlights.

- [Video Temporal Grounding on QVHighlights zero-shot transfer](<https://www.sota2.com/research/sota/video-temporal-grounding-on-qvhighlights-zero-shot-transfer.md>): Video Temporal Grounding; QVHighlights zero-shot transfer.

- [Static Temporal Grounding on QVHighlights (test)](<https://www.sota2.com/research/sota/static-temporal-grounding-on-qvhighlights-test.md>): Static temporal grounding; QVHighlights (test).

- [SLAM on TUM Highly Dynamic Sequences (fr3/w/static)](<https://www.sota2.com/research/sota/slam-on-tum-highly-dynamic-sequences-fr3-w-static.md>): SLAM; TUM Highly Dynamic Sequences (fr3/w/static).

- [SLAM on TUM Highly Dynamic Sequences (fr3/w/half)](<https://www.sota2.com/research/sota/slam-on-tum-highly-dynamic-sequences-fr3-w-half.md>): SLAM; TUM Highly Dynamic Sequences (fr3/w/half).

- [SLAM on TUM Highly Dynamic Sequences fr3 w rpy](<https://www.sota2.com/research/sota/slam-on-tum-highly-dynamic-sequences-fr3-w-rpy.md>): SLAM; TUM Highly Dynamic Sequences fr3 w rpy.

- [SLAM on TUM Highly Dynamic Sequences (fr3 w xyz)](<https://www.sota2.com/research/sota/slam-on-tum-highly-dynamic-sequences-fr3-w-xyz.md>): SLAM; TUM Highly Dynamic Sequences (fr3 w xyz).

- [Video Moment Retrieval on QVHighlights 1.0 (val)](<https://www.sota2.com/research/sota/video-moment-retrieval-on-qvhighlights-1-0-val.md>): Video Moment Retrieval; QVHighlights 1.0 (val).

- [Inverse Tone Mapping on SI-HDR Highlights](<https://www.sota2.com/research/sota/inverse-tone-mapping-on-si-hdr-highlights.md>): Inverse Tone Mapping; SI-HDR Highlights.

- [Base-to-New Classification on 11 downstream datasets Highly Imbalanced, τ=0.06](<https://www.sota2.com/research/sota/base-to-new-classification-on-11-downstream-datasets-highly-imbalanced-0-06.md>): Base-to-New Classification; 11 downstream datasets Highly Imbalanced, τ=0.06.

- [Robot Manipulation Policy on Real Franka Emika Robot Highly Constrained Tasks](<https://www.sota2.com/research/sota/robot-manipulation-policy-on-real-franka-emika-robot-highly-constrained-tasks.md>): Robot Manipulation Policy; Real Franka Emika Robot Highly Constrained Tasks.

- [Moment Retrieval on QVHighlights](<https://www.sota2.com/research/sota/moment-retrieval-on-qvhighlights.md>): Moment Retrieval; QVHighlights.

- [Anomaly Detection on GHL (AUC)](<https://www.sota2.com/research/sota/anomaly-detection-on-ghl-auc.md>): Anomaly Detection; GHL.

- [Anomaly detection on GHL](<https://www.sota2.com/research/sota/anomaly-detection-on-ghl.md>): Anomaly detection; GHL.

- [Video Temporal Grounding on QVHighlights original (test)](<https://www.sota2.com/research/sota/video-temporal-grounding-on-qvhighlights-original-test.md>): Video Temporal Grounding; QVHighlights original (test).

- [Video Temporal Grounding on QVHighlights TimeLens refined (test)](<https://www.sota2.com/research/sota/video-temporal-grounding-on-qvhighlights-timelens-refined-test.md>): Video Temporal Grounding; QVHighlights TimeLens refined (test).

- [Fringe Image Enhancement on Highly reflective surfaces fringe image dataset](<https://www.sota2.com/research/sota/fringe-image-enhancement-on-highly-reflective-surfaces-fringe-image-dataset.md>): Fringe Image Enhancement; Highly reflective surfaces fringe image dataset.

- [Temporal Hallucination Detection on QVHighlights (test)](<https://www.sota2.com/research/sota/temporal-hallucination-detection-on-qvhighlights-test.md>): Temporal Hallucination Detection; QVHighlights (test).

- [Highlight Detection on SVHighlights](<https://www.sota2.com/research/sota/highlight-detection-on-svhighlights.md>): Highlight Detection; SVHighlights.

- [Note Pitch Prediction on Note Pitch Prediction Dataset Highly Detuned (test)](<https://www.sota2.com/research/sota/note-pitch-prediction-on-note-pitch-prediction-dataset-highly-detuned-test.md>): Note Pitch Prediction; Note Pitch Prediction Dataset Highly Detuned (test).

- [Entity Segmentation on EntitySeg subset (roughly 4% of the 10% data) (val)](<https://www.sota2.com/research/sota/entity-segmentation-on-entityseg-subset-roughly-4-percent-of-the-10-percent-data-val.md>): Entity Segmentation; EntitySeg subset (roughly 4% of the 10% data) (val).

- [Highlight Detection on Highlight Detection (test)](<https://www.sota2.com/research/sota/highlight-detection-on-highlight-detection-test.md>): Highlight Detection; Highlight Detection (test).

- [Temporal Grounding on QVHighlights TimeLens](<https://www.sota2.com/research/sota/temporal-grounding-on-qvhighlights-timelens.md>): Temporal Grounding; QVHighlights TimeLens.

- [Text Detection on CTW1500 highly-curved](<https://www.sota2.com/research/sota/text-detection-on-ctw1500-highly-curved.md>): Text Detection; CTW1500 highly-curved.

- [3D Landscape Texturing on Bernese highlands](<https://www.sota2.com/research/sota/3d-landscape-texturing-on-bernese-highlands.md>): 3D Landscape Texturing; Bernese highlands.