diff --git a/src/components/DatasetMetadataModal.tsx b/src/components/DatasetMetadataModal.tsx
index 812cfe0..784dd23 100644
--- a/src/components/DatasetMetadataModal.tsx
+++ b/src/components/DatasetMetadataModal.tsx
@@ -15,6 +15,7 @@ import type { MetricCategory, PerformanceEntry } from '../lib/performance';
 import { oklchToRgb } from '../lib/plotlyChrome';
 import { EmbeddingPlot2D } from './EmbeddingPlot2D';
 import { EmbeddingPlot3D } from './EmbeddingPlot3D';
+import { PointCloudPlot3D } from './PointCloudPlot3D';
 import { ScoringMethodologyModal } from './ScoringMethodologyModal';
 import styles from './DatasetMetadataModal.module.css';
 
@@ -1401,8 +1402,12 @@ export function DatasetMetadataModal({
 				)}
 
 				<section className={styles.section}>
-					<h3 className={styles.sectionTitle}>Sample image</h3>
-					{hasExampleImage(dataset.examples_image_url) ? (
+					<h3 className={styles.sectionTitle}>
+						{dataset.sensor_modality === 'point_cloud' ? 'Sample point cloud' : 'Sample image'}
+					</h3>
+					{dataset.sensor_modality === 'point_cloud' && dataset.point_cloud_sample_url ? (
+						<PointCloudPlot3D sampleUrl={dataset.point_cloud_sample_url} />
+					) : hasExampleImage(dataset.examples_image_url) ? (
 						<figure className={styles.figure}>
 							<img className={styles.exampleImage} src={dataset.examples_image_url} alt={`Example for ${dataset.name}`} />
 						</figure>
@@ -1630,3 +1635,4 @@ export function DatasetMetadataModal({
 		</div>
 	);
 }
+
diff --git a/src/components/PointCloudPlot3D.tsx b/src/components/PointCloudPlot3D.tsx
new file mode 100644
index 0000000..39b7eda
--- /dev/null
+++ b/src/components/PointCloudPlot3D.tsx
@@ -0,0 +1,199 @@
+import { useEffect, useMemo, useRef, useState } from 'react';
+import BrowserOnly from '@docusaurus/BrowserOnly';
+import { usePlotlyChrome } from '../lib/plotlyChrome';
+import { toTitleCase } from '../lib/datasets';
+import styles from './DatasetMetadataModal.module.css';
+
+export type PointCloudPoint = { x: number; y: number; z: number; label: number };
+export type PointCloudCropSample = { crop: string; points: PointCloudPoint[] };
+
+const DEFAULT_CAMERA_EYE = { x: 1.1, y: 1.1, z: 0.9 };
+const LABEL_COLORS = ['#4CAF50', '#FF9800', '#2196F3', '#E91E63', '#9C27B0', '#00BCD4'];
+
+function buildTraces(
+	points: PointCloudPoint[],
+	hoverlabel: { bgcolor: string; bordercolor: string; font: { color: string } },
+	markerRing: string,
+) {
+	const labels = Array.from(new Set(points.map((p) => p.label))).sort((a, b) => a - b);
+	return labels.map((label, i) => {
+		const subset = points.filter((p) => p.label === label);
+		return {
+			type: 'scatter3d',
+			mode: 'markers',
+			name: `mask value ${label}`,
+			x: subset.map((p) => p.x),
+			y: subset.map((p) => p.y),
+			z: subset.map((p) => p.z),
+			marker: { size: 2, color: LABEL_COLORS[i % LABEL_COLORS.length], opacity: 0.75, line: { width: 0.3, color: markerRing } },
+			hoverinfo: 'skip',
+			hoverlabel,
+		};
+	});
+}
+
+// Fetches the precomputed multi-crop sample file. Each dataset's sample now holds
+// one entry per crop (see scripts/generate_point_cloud_sample.py), instead of a
+// single flat points array, so a dataset covering multiple species (e.g. Pheno4D's
+// maize + tomato) can show either one via the crop selector below.
+function usePointCloudSamples(sampleUrl: string) {
+	const [samples, setSamples] = useState<PointCloudCropSample[] | null>(null);
+	const [error, setError] = useState<string | null>(null);
+
+	useEffect(() => {
+		let cancelled = false;
+		fetch(sampleUrl)
+			.then((res) => {
+				if (!res.ok) throw new Error(`Failed to fetch point cloud sample: ${res.status}`);
+				return res.json();
+			})
+			.then((data) => {
+				if (!cancelled) setSamples(data.samples ?? []);
+			})
+			.catch((err) => {
+				if (!cancelled) setError(err.message);
+			});
+		return () => {
+			cancelled = true;
+		};
+	}, [sampleUrl]);
+
+	return { samples, error };
+}
+
+export function PointCloudPlot3D({ sampleUrl }: { sampleUrl: string }) {
+	const chrome = usePlotlyChrome();
+	const { samples, error } = usePointCloudSamples(sampleUrl);
+	const [activeCrop, setActiveCrop] = useState<string | null>(null);
+
+	// Default to the first crop once samples load, mirrors EmbeddingScatter's
+	// view state pattern (2D/3D toggle) but for crop selection instead.
+	useEffect(() => {
+		if (samples && samples.length > 0 && activeCrop == null) {
+			setActiveCrop(samples[0].crop);
+		}
+	}, [samples, activeCrop]);
+
+	const activeSample = useMemo(
+		() => samples?.find((s) => s.crop === activeCrop) ?? samples?.[0] ?? null,
+		[samples, activeCrop],
+	);
+
+	const hoverlabel = useMemo(
+		() => ({
+			bgcolor: chrome.tooltipBg,
+			bordercolor: chrome.tooltipBorder,
+			font: { color: chrome.tooltipText },
+		}),
+		[chrome],
+	);
+	const traces = useMemo(
+		() => (activeSample ? buildTraces(activeSample.points, hoverlabel, chrome.markerRing) : []),
+		[activeSample, hoverlabel, chrome.markerRing],
+	);
+
+	const plotlyRef = useRef<any>(null);
+	const graphDivRef = useRef<HTMLElement | null>(null);
+	const handleResetView = () => {
+		if (!plotlyRef.current || !graphDivRef.current) return;
+		plotlyRef.current.relayout(graphDivRef.current, {
+			'scene.camera.eye': DEFAULT_CAMERA_EYE,
+			'scene.xaxis.autorange': true,
+			'scene.yaxis.autorange': true,
+			'scene.zaxis.autorange': true,
+		});
+	};
+
+	const makeAxis = () => ({
+		showgrid: true,
+		gridcolor: chrome.grid,
+		zeroline: false,
+		showticklabels: true,
+		linecolor: chrome.grid,
+		tickfont: { color: chrome.text, family: chrome.fontFamily, size: 10 },
+	});
+
+	if (error) {
+		return <div className={styles.embedPlotFallback}>Point cloud preview unavailable.</div>;
+	}
+
+	return (
+		<div>
+			{/* Crop selector, only shown when there's more than one crop to choose from,
+			    mirrors the embedToggle 2D/3D button pattern used elsewhere on this page. */}
+			{samples && samples.length > 1 && (
+				<div className={styles.embedToggle}>
+					{samples.map((s) => (
+						<button
+							key={s.crop}
+							type="button"
+							className={`${styles.embedToggleButton} ${activeCrop === s.crop ? styles.embedToggleActive : ''}`}
+							onClick={() => setActiveCrop(s.crop)}
+						>
+							{toTitleCase(s.crop)}
+						</button>
+					))}
+				</div>
+			)}
+
+			<div className={styles.embedViewport}>
+				<BrowserOnly fallback={<div className={styles.embedPlotFallback}>Loading 3D view…</div>}>
+					{() => {
+						if (!activeSample) return <div className={styles.embedPlotFallback}>Loading point cloud…</div>;
+						const Plotly = require('plotly.js-dist-min');
+						plotlyRef.current = Plotly;
+						const createPlotlyComponent = require('react-plotly.js/factory').default;
+						const Plot = createPlotlyComponent(Plotly);
+						return (
+							<Plot
+								data={traces}
+								onInitialized={(_figure: unknown, graphDiv: HTMLElement) => {
+									graphDivRef.current = graphDiv;
+								}}
+								onUpdate={(_figure: unknown, graphDiv: HTMLElement) => {
+									graphDivRef.current = graphDiv;
+								}}
+								layout={{
+									autosize: true,
+									margin: { l: 20, r: 20, t: 15, b: 35 },
+									paper_bgcolor: 'transparent',
+									plot_bgcolor: 'transparent',
+									scene: {
+										aspectmode: 'data',
+										xaxis: makeAxis(),
+										yaxis: makeAxis(),
+										zaxis: makeAxis(),
+										camera: { eye: DEFAULT_CAMERA_EYE },
+									},
+									showlegend: true,
+									legend: { font: { color: chrome.text, family: chrome.fontFamily, size: 10 } },
+									hoverlabel: {
+										bgcolor: chrome.tooltipBg,
+										bordercolor: chrome.tooltipBorder,
+										font: { color: chrome.tooltipText },
+									},
+									// keyed by active crop so switching crops resets the camera to the
+									// default framing instead of carrying over the previous crop's view
+									uirevision: `point-cloud-3d-${activeSample.crop}`,
+								}}
+								config={{ displayModeBar: false, responsive: true }}
+								style={{ width: '100%', height: '100%' }}
+								useResizeHandler
+							/>
+						);
+					}}
+				</BrowserOnly>
+				<button
+					type="button"
+					className={styles.embedResetButton}
+					onClick={handleResetView}
+					title="Drag to orbit, scroll to zoom · click to reset the view"
+				>
+					⟲ Reset view
+				</button>
+			</div>
+		</div>
+	);
+}
+
+export default PointCloudPlot3D;
\ No newline at end of file
diff --git a/src/lib/datasets.ts b/src/lib/datasets.ts
index de2a8fc..94a4ba8 100644
--- a/src/lib/datasets.ts
+++ b/src/lib/datasets.ts
@@ -31,6 +31,7 @@ export interface Dataset {
     stats_mean: number[] | null;
     stats_std: number[] | null;
     examples_image_url: string | null;
+    point_cloud_sample_url: string | null;
     license: string | null;
     citation: string | null;
     parent_dataset?: string | null;
@@ -218,6 +219,10 @@ function normalizeDataset(raw: unknown): Dataset | null {
             raw.examples_url,
             raw.image_url,
         ),
+        point_cloud_sample_url: firstString(
+            raw.point_cloud_sample_url,
+            raw.point_cloud_url,
+        ),
         license: firstString(raw.license),
         citation: firstString(raw.citation),
         parent_dataset: firstString(raw.parent_dataset, raw.parentDataset),
@@ -283,6 +288,8 @@ function mergeDataset(current: Dataset, incoming: Dataset): Dataset {
         stats_std: current.stats_std ?? incoming.stats_std,
         examples_image_url:
             current.examples_image_url ?? incoming.examples_image_url,
+        point_cloud_sample_url:
+            current.point_cloud_sample_url ?? incoming.point_cloud_sample_url,
         license: current.license ?? incoming.license,
         citation: current.citation ?? incoming.citation,
         parent_dataset: current.parent_dataset ?? incoming.parent_dataset,
diff --git a/static/data/hf_datasets.json b/static/data/hf_datasets.json
index 26a1731..6abfe3b 100644
--- a/static/data/hf_datasets.json
+++ b/static/data/hf_datasets.json
@@ -11783,5 +11783,35 @@
     "source": "huggingface",
     "hf_link": "https://huggingface.co/datasets/Project-AgML/maize_individual_detection",
     "examples_image_url": "/img/agml/sample_images/maize_individual_detection_sample.webp"
+  },
+  {
+    "name": "pheno4d_point_cloud_segmentation",
+    "source": "huggingface",
+    "hf_link": "https://huggingface.co/datasets/Project-AgML/pheno4d_point_cloud_segmentation",
+    "machine_learning_task": "semantic_segmentation",
+    "agricultural_task": "plant_organ_segmentation",
+    "location": [
+      "Germany"
+    ],
+    "environment": "greenhouse",
+    "crop_types": [
+      "maize",
+      "tomato"
+    ],
+    "sensor_modality": "point_cloud",
+    "real_or_synthetic": "real",
+    "platform": "fixed",
+    "input_data_format": "image_folder",
+    "annotation_format": "segmentationMask",
+    "num_images": 126,
+    "documentation": "https://doi.org/10.1371/journal.pone.0256340",
+    "examples_image_url": "/img/agml/sample_images/pheno4d_point_cloud_segmentation_sample.png",
+    "point_cloud_sample_url": "/data/point_cloud_samples/pheno4d_point_cloud_segmentation_sample.json",
+    "license": "cc-by-4.0",
+    "citation": "Schunck, D., Magistri, F., Rosu, R.A., et al. (2021). Pheno4D: A spatio-temporal dataset of maize and tomato plant point clouds for phenotyping and advanced plant analysis. PLOS ONE, 16(8).",
+    "parent_dataset": null,
+    "zip_size_bytes": 5293657341,
+    "stats_mean": null,
+    "stats_std": null
   }
-]
+]
\ No newline at end of file
diff --git a/static/data/point_cloud_samples/pheno4d_point_cloud_segmentation_sample.json b/static/data/point_cloud_samples/pheno4d_point_cloud_segmentation_sample.json
new file mode 100644
index 0000000..6b12da2
--- /dev/null
+++ b/static/data/point_cloud_samples/pheno4d_point_cloud_segmentation_sample.json
@@ -0,0 +1 @@
+{"samples": [{"crop": "tomato", "points": [{"x": 0.20027326047420502, "y": 0.048353392630815506, "z": -0.0385369211435318, "label": 0}, {"x": 0.31597086787223816, "y": 0.01628517545759678, "z": -0.03316826745867729, "label": 0}, {"x": -0.11530211567878723, "y": 0.019928988069295883, "z": 0.007454093545675278, "label": 0}, {"x": -0.20111605525016785, "y": -0.06682752072811127, "z": 0.35722899436950684, "label": 3}, {"x": 0.2400176227092743, "y": 0.3813854157924652, "z": -0.0748390257358551, "label": 0}, {"x": 0.048435211181640625, "y": -0.03914876654744148, "z": 0.41136106848716736, "label": 2}, {"x": -0.20588190853595734, "y": 0.13999705016613007, "z": -0.026259060949087143, "label": 0}, {"x": 0.5350561141967773, "y": 0.0812419056892395, "z": -0.046611011028289795, "label": 0}, {"x": -0.024630561470985413, "y": -0.018835844472050667, "z": 0.40233612060546875, "label": 2}, {"x": -0.5777065753936768, "y": 0.4544127285480499, "z": -0.018949421122670174, "label": 0}, {"x": -0.36519855260849, "y": -0.04369020089507103, "z": 0.35061681270599365, "label": 3}, {"x": 0.760153591632843, "y": -0.12917937338352203, "z": -0.060142576694488525, "label": 0}, {"x": -0.3639200031757355, "y": -0.0980478823184967, "z": 0.34035858511924744, "label": 3}, {"x": -0.12823081016540527, "y": 0.6340811252593994, "z": -0.02742394059896469, "label": 0}, {"x": -0.1939564198255539, "y": -0.596728503704071, "z": -0.05390317365527153, "label": 0}, {"x": 0.25902992486953735, "y": 0.42382070422172546, "z": -0.07947816699743271, "label": 0}, {"x": -0.261069655418396, "y": -0.12998278439044952, "z": -0.032441671937704086, "label": 0}, {"x": 0.8224937915802002, "y": 0.2343149185180664, "z": -0.032884325832128525, "label": 0}, {"x": -0.28471383452415466, "y": -0.03470420464873314, "z": 0.3630359172821045, "label": 3}, {"x": -0.7102016806602478, "y": 0.12026891857385635, "z": -0.005987193435430527, "label": 0}, {"x": -0.25344258546829224, "y": -0.19464002549648285, "z": 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"y": 0.1605428159236908, "z": 0.016859062016010284, "label": 0}, {"x": -0.5072733759880066, "y": -9.864955791272223e-05, "z": -0.033066339790821075, "label": 0}, {"x": -0.4234119951725006, "y": -0.07568642497062683, "z": 0.33496370911598206, "label": 3}, {"x": -0.09345762431621552, "y": 0.10868070274591446, "z": 0.0072196610271930695, "label": 0}, {"x": 0.5625560879707336, "y": 0.2941916286945343, "z": -0.037648700177669525, "label": 0}, {"x": 0.2280455231666565, "y": 0.22767339646816254, "z": 0.05938892066478729, "label": 0}, {"x": -0.21004490554332733, "y": -0.03399499133229256, "z": 0.018267113715410233, "label": 0}, {"x": -0.18696856498718262, "y": 0.4374876618385315, "z": -0.017544282600283623, "label": 0}, {"x": -0.09611210972070694, "y": -0.14352887868881226, "z": 0.018475336953997612, "label": 0}, {"x": -0.36723119020462036, "y": 0.008871350437402725, "z": -0.021062228828668594, "label": 0}, {"x": 0.8930200934410095, "y": 0.16223052144050598, "z": -0.030803557485342026, "label": 0}, {"x": 0.16320817172527313, "y": -3.910432860720903e-05, "z": 0.4099573791027069, "label": 2}, {"x": -0.5855461955070496, "y": 0.08091574162244797, "z": -0.019118329510092735, "label": 0}, {"x": 0.1484534740447998, "y": 0.04398525878787041, "z": 0.005256833974272013, "label": 0}, {"x": 0.14944946765899658, "y": -0.2638058066368103, "z": -0.03930283337831497, "label": 0}, {"x": -0.17870227992534637, "y": -0.40408992767333984, "z": -0.03937126696109772, "label": 0}, {"x": -0.3190006613731384, "y": -0.11856254935264587, "z": 0.34339600801467896, "label": 3}, {"x": 0.24348604679107666, "y": 0.4186607301235199, "z": -0.07296065241098404, "label": 0}, {"x": -0.168891042470932, "y": -0.5098644495010376, "z": -0.04578831419348717, "label": 0}, {"x": -0.16995546221733093, "y": 0.06783712655305862, "z": -0.007797129452228546, "label": 0}, {"x": -0.3466564416885376, "y": 0.4125533401966095, "z": -0.013777344487607479, "label": 0}, {"x": -0.03114515356719494, "y": -0.8683435916900635, 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