diff --git a/girder/girder_large_image/web_client/vue/components/FrameSelector.vue b/girder/girder_large_image/web_client/vue/components/FrameSelector.vue
index a089cd85c..29c855d52 100644
--- a/girder/girder_large_image/web_client/vue/components/FrameSelector.vue
+++ b/girder/girder_large_image/web_client/vue/components/FrameSelector.vue
@@ -1,8 +1,6 @@
 <script>
 import Vue from 'vue';
 
-import {restRequest} from '@girder/core/rest';
-
 import {getChannelColor, OTHER_COLORS} from '../utils/colors';
 
 import CompositeLayers from './CompositeLayers.vue';
@@ -23,8 +21,7 @@ export default Vue.extend({
             indexInfo: {},
             style: {},
             modesShown: {1: true},
-            histogramParamStyles: {},
-            internalMetadata: undefined
+            histogramParamStyles: {}
         };
     },
     computed: {
@@ -43,30 +40,22 @@ export default Vue.extend({
         sliderLabels() {
             const labels = {};
             labels.IndexC = this.imageMetadata.channels;
-            if (
-                this.internalMetadata &&
-                this.internalMetadata.zarr &&
-                this.internalMetadata.zarr.main &&
-                this.internalMetadata.zarr.main.multiscales &&
-                this.internalMetadata.zarr.main.multiscales[0] &&
-                this.internalMetadata.zarr.main.multiscales[0].axes
-            ) {
-                this.internalMetadata.zarr.main.multiscales[0].axes.forEach((axis) => {
-                    if (axis.values) {
-                        const key = 'Index' + axis.name.toUpperCase();
-                        const expectedLength = this.indexInfo[key].range + 1;
-                        if (axis.values.length === expectedLength) {
-                            // uniform values have same length as axis
-                            labels[key] = axis.values;
-                        } else if (axis.values.length === this.maxFrame + 1) {
+            Object.entries(this.metadata).forEach(([key, info]) => {
+                if (key.includes("Value")) {
+                    const labelKey = key.replace('Value', 'Index')
+                    if (info.values) {
+                        if (info.uniform) {
+                            labels[labelKey] = info.values
+                        } else  {
                             // non-uniform values have a value for every frame
                             // labels will change with currentFrame, so only populate current label
-                            labels[key] = new Array(expectedLength).fill('');
-                            labels[key][this.indexInfo[key].current] = axis.values[this.currentFrame];
+                            labels[labelKey] = new Array(this.indexInfo[labelKey].range + 1).fill('');
+                            labels[labelKey][this.indexInfo[labelKey].current] = info.values[this.currentFrame];
+
                         }
                     }
-                });
-            }
+                }
+            })
             return labels;
         }
     },
@@ -79,22 +68,12 @@ export default Vue.extend({
     mounted() {
         this.metadata = Object.assign({}, this.imageMetadata);
         this.fillMetadata();
-        this.fetchInternalMetadata();
         this.maxFrame = this.metadata.frames.length - 1;
         this.populateIndices();
         this.populateModes();
         this.loaded = true;
     },
     methods: {
-        fetchInternalMetadata() {
-            restRequest({
-                type: 'GET',
-                url: 'item/' + this.itemId + '/tiles/internal_metadata/'
-            }).then((internal) => {
-                this.internalMetadata = internal;
-                return undefined;
-            });
-        },
         setCurrentMode(mode) {
             this.currentModeId = mode.id;
         },
diff --git a/large_image/tilesource/base.py b/large_image/tilesource/base.py
index 77f165bd1..b7f2c1982 100644
--- a/large_image/tilesource/base.py
+++ b/large_image/tilesource/base.py
@@ -1334,24 +1334,27 @@ def _getFrameValueInformation(self, frames: List[Dict]):
             if hasattr(self, 'frameUnits') and self.frameUnits is not None:
                 units = self.frameUnits.get(axis_name)
             uniform = all(len(set(value_list)) <= 1 for value_list in value_mapping.values())
-            # after evaluating uniform, continue with only
-            # the first value for each index along this axis
-            first_values = [
-                value_list[0] for value_list in value_mapping.values() if len(value_list)
-            ]
+            if uniform:
+                # for uniform values, only record values at each axis index
+                values = [
+                    value_list[0] for value_list in value_mapping.values() if len(value_list)
+                ]
+            else:
+                # for non-uniform axes, record values at every frame
+                values = [frame.get(key) for frame in frames]
             try:
-                min_val = min(first_values)
-                max_val = max(first_values)
+                min_val = min(values)
+                max_val = max(values)
             except TypeError:
                 min_val = None
                 max_val = None
             frame_value_info[key] = dict(
-                values=first_values,
+                values=values,
                 uniform=uniform,
                 units=units,
                 min=min_val,
                 max=max_val,
-                datatype=np.array(first_values).dtype.name,
+                datatype=np.array(values).dtype.name,
             )
         return frame_value_info
 
diff --git a/test/test_sink.py b/test/test_sink.py
index 5c1e1c1f0..219ffe178 100644
--- a/test/test_sink.py
+++ b/test/test_sink.py
@@ -560,11 +560,11 @@ def get_expected_metadata(axis_spec, frame_shape):
         },
         **{
             f'Value{k.upper()}': dict(
-                values=v['values'],
+                values=v.get('all_values', v['values']),
                 units=v['units'],
                 uniform=v['uniform'],
-                min=min(v['values']),
-                max=max(v['values']),
+                min=min(v.get('all_values', v['values'])),
+                max=max(v.get('all_values', v['values'])),
                 datatype=v['dtype'],
             ) for k, v in axis_spec.items()
         },
@@ -656,6 +656,20 @@ def testFrameValues(use_add_tile_args, tmp_path):
         ),
         t=dict(
             values=[10.0, 20.0, 30.0],
+            all_values=(
+                [10.00] * 3 +
+                [10.01] * 3 +
+                [10.02] * 3 +
+                [10.03] * 3 +
+                [20.00] * 3 +
+                [20.01] * 3 +
+                [20.02] * 3 +
+                [20.03] * 3 +
+                [30.00] * 3 +
+                [30.01] * 3 +
+                [30.02] * 3 +
+                [30.03] * 3
+            ),
             uniform=False,
             units='millisecond',
             stride=3,